%%javascript
IPython.notebook.kernel.execute(`notebookName = '${IPython.notebook.notebook_name}'`)
notebookName
'GAN-tfex.ipynb'
# Python ≥3.5 is required
import sys
assert sys.version_info >= (3, 5)
# Scikit-Learn ≥0.20 is required
import sklearn
assert sklearn.__version__ >= "0.20"
# TensorFlow ≥2.0 is required
import tensorflow as tf
from tensorflow import keras
assert tf.__version__ >= "2.0"
# Common imports
import numpy as np
import os
# To plot pretty figures
%matplotlib inline
import matplotlib as mpl
import matplotlib.pyplot as plt
mpl.rc('axes', labelsize=14)
mpl.rc('xtick', labelsize=12)
mpl.rc('ytick', labelsize=12)
import pandas as pd
import time
# Mesh size
nl = 10
nc = 10
print('Grid: ', nl, 'x',nc)
Grid: 10 x 10
import joblib
#joblib.dump(pca_compress, "pca_compress_15.pkl")
#np.savetxt('X_train_1D.csv', X_train_1D, delimiter=',')
#np.savetxt('X_train_pca.csv', X_train_pca, delimiter=',')
#np.savetxt('times.csv', times, delimiter=',')
#with open('groups.txt','w') as f:
# f.writelines([g + '\n' for g in groups])
#...
pca_compress = joblib.load("pca_compress_15.pkl")
X_train_compressed = np.loadtxt('X_train_pca.csv', delimiter=',')
X_train_1D = np.loadtxt('X_train_1D.csv', delimiter=',')
times = np.loadtxt('times.csv', delimiter=',')
with open('groups.txt') as f:
groups = [g.strip() for g in f.readlines()]
# PCA recovered
X_recovered = pca_compress.inverse_transform(X_train_compressed)
fig, ax = plt.subplots(1,1, figsize=[20,10])
ax.plot(times, X_train_compressed);
ax.grid()
ax.legend(range(15))
<matplotlib.legend.Legend at 0x7fb532cc0090>
fig, ax = plt.subplots(2,4, figsize=[20,10])
for i, group in enumerate(groups):
im = ax.flatten()[i].imshow(X_train_1D.reshape(len(times),len(groups),nl,nc)[100,i,:,:])
fig.colorbar(im, ax=ax.flatten()[i])
ax.flatten()[i].set_title(group)
fig, ax = plt.subplots(2,4, figsize=[20,10])
for i, group in enumerate(groups):
im = ax.flatten()[i].imshow(X_recovered.reshape(len(times),len(groups),nl,nc)[100,i,:,:])
fig.colorbar(im, ax=ax.flatten()[i])
ax.flatten()[i].set_title(group)
fig, ax = plt.subplots(2,4, figsize=[20,10])
for i, group in enumerate(groups):
ax.flatten()[i].plot(times, X_train_1D[:,i*nl*nc+4])
ax.flatten()[i].plot(times, X_recovered[:,i*nl*nc+4],'--')
ax.flatten()[i].set_title(group)
codings_size = X_train_compressed.shape[1]
X_train_compressed.shape
(3888, 15)
from sklearn.preprocessing import MinMaxScaler
scaler = MinMaxScaler()
X_train_scaled = scaler.fit_transform(X_train_compressed)*2 -1
np.allclose(X_train_compressed, scaler.inverse_transform((X_train_scaled+1)/2))
True
def concat_timesteps(X_train, ntimes, step):
X_train_concat = []
for i in range(len(X_train) - ntimes*step):
X_train_concat.append(X_train[i:i+ntimes*step:step])
return np.array(X_train_concat)
ntimes = 9 # Consecutive times for the GAN
step = 10 # step between times
X_train_concat = concat_timesteps(X_train_scaled, ntimes, step)
X_train_concat_flatten = X_train_concat.reshape(X_train_concat.shape[0], codings_size*ntimes )
print(X_train_concat.shape)
plt.imshow(X_train_concat[0, :, :])
(3798, 9, 15)
<matplotlib.image.AxesImage at 0x7fb52bce7910>
BATCH_SIZE = 256
latent_space = 100
# Create a tensorflow dataset and split it into batches
train_dataset = X_train_concat.reshape(X_train_concat.shape[0], 9, 15, 1).astype('float32')
train_dataset = tf.data.Dataset.from_tensor_slices(train_dataset)
train_dataset = train_dataset.shuffle(len(X_train_concat))
train_dataset = train_dataset.batch(BATCH_SIZE)
for data in train_dataset:
print(data)
break
tf.Tensor( [[[[ 0.54287222] [-0.40597166] [-0.41630243] ... [ 0.011323 ] [-0.74085683] [-0.42086544]] [[ 0.53951301] [-0.73083624] [-0.23319592] ... [-0.20803256] [-0.45834411] [-0.34901473]] [[ 0.53934479] [-0.83558684] [-0.16389028] ... [-0.27172372] [ 0.20304858] [-0.16956751]] ... [[ 0.6155273 ] [ 0.11942392] [-0.60538102] ... [-0.39858656] [ 0.11736545] [-0.21297723]] [[ 0.62103277] [ 0.15253961] [-0.58653141] ... [ 0.16446329] [-0.05802259] [-0.27977953]] [[ 0.6117876 ] [-0.10137097] [-0.43742801] ... [ 0.11413307] [-0.6930764 ] [-0.40938443]]] [[[ 0.78845449] [ 0.35256636] [-0.10455502] ... [-0.05900947] [ 0.05119135] [-0.21190886]] [[ 0.79967883] [ 0.43324635] [-0.09331628] ... [-0.10293482] [-0.01513991] [-0.28409923]] [[ 0.7783713 ] [ 0.22122382] [-0.01479402] ... [-0.28832642] [-0.48902849] [-0.36339919]] ... [[ 0.74150371] [-0.22974124] [ 0.14842198] ... [-0.26199708] [ 0.29465282] [-0.10847536]] [[ 0.78598072] [ 0.10446574] [ 0.10183973] ... [-0.12967972] [ 0.12048456] [-0.12675341]] [[ 0.81852191] [ 0.34115668] [ 0.08078858] ... [ 0.07088904] [ 0.03316716] [-0.18703171]]] [[[-0.15710428] [-0.85354947] [ 0.0165737 ] ... [-0.25309487] [ 0.13673847] [-0.0967032 ]] [[-0.11218741] [-0.97125772] [ 0.07681705] ... [-0.36090735] [ 0.09987866] [-0.10950948]] [[-0.2148142 ] [-0.62531924] [-0.1395448 ] ... [ 0.23248518] [-0.57420993] [-0.38615902]] ... [[-0.42365183] [ 0.10895915] [-0.6021878 ] ... [ 0.27854858] [ 0.38039254] [-0.25080486]] [[-0.32125444] [-0.20696838] [-0.41719346] ... [ 0.14070424] [ 0.32919101] [-0.06427696]] [[-0.17856981] [-0.64584917] [-0.17263309] ... [-0.15081679] [ 0.2215544 ] [-0.06921509]]] ... [[[-0.38796949] [-0.32120804] [-0.17317653] ... [-0.00588507] [ 0.19793471] [-0.09243925]] [[-0.23239306] [-0.75742466] [ 0.04026396] ... [-0.17298099] [ 0.11209536] [-0.09394254]] [[-0.15594543] [-0.96230605] [ 0.13857697] ... [-0.2900625 ] [ 0.09558163] [-0.14971771]] ... [[-0.49070339] [ 0.10900237] [-0.49635815] ... [-0.43055525] [-0.10694104] [-0.35307406]] [[-0.51032558] [ 0.17888471] [-0.53287669] ... [ 0.15643534] [ 0.328706 ] [-0.43612015]] [[-0.42694081] [-0.06650622] [-0.3946095 ] ... [ 0.16168093] [ 0.29801313] [-0.08305318]]] [[[-0.03794584] [-0.07218034] [-0.91308562] ... [-0.75046091] [-0.01217727] [-0.31258128]] [[-0.04072556] [-0.02375426] [-0.93317875] ... [ 0.45368832] [ 0.43494659] [-0.27061275]] [[ 0.01182246] [-0.25775541] [-0.75204939] ... [ 0.45207524] [ 0.28230719] [-0.08221187]] ... [[ 0.12805298] [-0.63407997] [-0.52459881] ... [ 0.60581909] [-0.48059244] [-0.27973433]] [[ 0.09399163] [-0.36105571] [-0.74828821] ... [ 0.00121834] [-0.45240305] [-0.21449674]] [[ 0.0743013 ] [-0.17345142] [-0.89667487] ... [-0.74913444] [-0.1770799 ] [-0.24965864]]] [[[-0.43766851] [-0.68351466] [ 0.37743845] ... [-0.19694845] [ 0.40204582] [-0.69120086]] [[-0.62079717] [-0.22714149] [ 0.21252472] ... [-0.18387048] [-0.03923628] [ 0.14044975]] [[-0.75593141] [ 0.10787696] [ 0.09254344] ... [ 0.03598671] [-0.05134282] [ 0.03302378]] ... [[-0.59359764] [-0.31102127] [ 0.24865962] ... [-0.08519551] [-0.21689312] [-0.21964461]] [[-0.41024582] [-0.76224859] [ 0.40939164] ... [ 0.0747645 ] [-0.17448573] [-0.16931585]] [[-0.34732851] [-0.91186011] [ 0.46055532] ... [ 0.05343351] [-0.05871738] [-0.11374191]]]], shape=(256, 9, 15, 1), dtype=float64)
def make_generator_model():
model = tf.keras.Sequential()
model.add(keras.layers.Dense(5*4*256, use_bias=False, input_shape=(latent_space,)))
model.add(keras.layers.BatchNormalization())
model.add(keras.layers.LeakyReLU())
model.add(keras.layers.Reshape((5, 4, 256)))
model.add(keras.layers.Conv2DTranspose(128, (3, 3), strides=(1, 1), padding='same', use_bias=False))
model.add(keras.layers.BatchNormalization())
model.add(keras.layers.LeakyReLU())
model.add(keras.layers.Conv2DTranspose(64, (3, 3), strides=(1, 2), padding='same', use_bias=False))
model.add(keras.layers.BatchNormalization())
model.add(keras.layers.LeakyReLU())
model.add(keras.layers.Conv2DTranspose(1, (3, 3), strides=(2, 2), padding='same', output_padding=[0,0], use_bias=False, activation='tanh'))
return model
generator = make_generator_model()
generator.summary()
Model: "sequential" _________________________________________________________________ Layer (type) Output Shape Param # ================================================================= dense (Dense) (None, 5120) 512000 _________________________________________________________________ batch_normalization (BatchNo (None, 5120) 20480 _________________________________________________________________ leaky_re_lu (LeakyReLU) (None, 5120) 0 _________________________________________________________________ reshape (Reshape) (None, 5, 4, 256) 0 _________________________________________________________________ conv2d_transpose (Conv2DTran (None, 5, 4, 128) 294912 _________________________________________________________________ batch_normalization_1 (Batch (None, 5, 4, 128) 512 _________________________________________________________________ leaky_re_lu_1 (LeakyReLU) (None, 5, 4, 128) 0 _________________________________________________________________ conv2d_transpose_1 (Conv2DTr (None, 5, 8, 64) 73728 _________________________________________________________________ batch_normalization_2 (Batch (None, 5, 8, 64) 256 _________________________________________________________________ leaky_re_lu_2 (LeakyReLU) (None, 5, 8, 64) 0 _________________________________________________________________ conv2d_transpose_2 (Conv2DTr (None, 9, 15, 1) 576 ================================================================= Total params: 902,464 Trainable params: 891,840 Non-trainable params: 10,624 _________________________________________________________________
noise = tf.random.normal([1, 100])
generated_image = generator(noise, training=False)
print(generated_image.shape)
plt.imshow(generated_image[0, :, :, 0])
(1, 9, 15, 1)
<matplotlib.image.AxesImage at 0x7fb52b7c9710>
def make_discriminator_model():
model = tf.keras.Sequential()
model.add(keras.layers.Conv2D(64, (3, 3), strides=(2, 2), padding='same',
input_shape=[9, 15, 1]))
model.add(keras.layers.LeakyReLU())
model.add(keras.layers.Dropout(0.3))
model.add(keras.layers.Conv2D(128, (5, 5), strides=(1, 2), padding='same'))
model.add(keras.layers.LeakyReLU())
model.add(keras.layers.Dropout(0.3))
model.add(keras.layers.Flatten())
model.add(keras.layers.Dense(1))
return model
discriminator = make_discriminator_model()
discriminator.summary()
Model: "sequential_1" _________________________________________________________________ Layer (type) Output Shape Param # ================================================================= conv2d (Conv2D) (None, 5, 8, 64) 640 _________________________________________________________________ leaky_re_lu_3 (LeakyReLU) (None, 5, 8, 64) 0 _________________________________________________________________ dropout (Dropout) (None, 5, 8, 64) 0 _________________________________________________________________ conv2d_1 (Conv2D) (None, 5, 4, 128) 204928 _________________________________________________________________ leaky_re_lu_4 (LeakyReLU) (None, 5, 4, 128) 0 _________________________________________________________________ dropout_1 (Dropout) (None, 5, 4, 128) 0 _________________________________________________________________ flatten (Flatten) (None, 2560) 0 _________________________________________________________________ dense_1 (Dense) (None, 1) 2561 ================================================================= Total params: 208,129 Trainable params: 208,129 Non-trainable params: 0 _________________________________________________________________
decision = discriminator(generated_image)
print (decision)
tf.Tensor([[0.00136952]], shape=(1, 1), dtype=float32)
gan = keras.models.Sequential([generator, discriminator])
# This method returns a helper function to compute cross entropy loss
cross_entropy = tf.keras.losses.BinaryCrossentropy(from_logits=True)
def discriminator_loss(real_output, fake_output):
real_loss = cross_entropy(tf.ones_like(real_output), real_output)
fake_loss = cross_entropy(tf.zeros_like(fake_output), fake_output)
total_loss = real_loss + fake_loss
return total_loss
def generator_loss(fake_output):
return cross_entropy(tf.ones_like(fake_output), fake_output)
generator_mean_loss = tf.keras.metrics.Mean(dtype=tf.float32)
discriminator_mean_loss = tf.keras.metrics.Mean(dtype=tf.float32)
# The discriminator and the generator optimizers are different since we will train two networks separately.
generator_optimizer = tf.keras.optimizers.Adam(1e-4)
discriminator_optimizer = tf.keras.optimizers.Adam(1e-4)
# We will reuse this seed overtime
num_examples_to_generate = 5
seed = tf.random.normal([num_examples_to_generate, latent_space])
# logs to follow losses on tensorboard
#current_time = datetime.datetime.now().strftime("%Y%m%d-%H%M%S")
generator_log_dir = './logs/gradient_tape/' + notebookName[:-6] + '/generator'
discriminator_log_dir = './logs/gradient_tape/' + notebookName[:-6] + '/discriminator'
generator_summary_writer = tf.summary.create_file_writer(generator_log_dir)
discriminator_summary_writer = tf.summary.create_file_writer(discriminator_log_dir)
# Notice the use of `tf.function`
# This annotation causes the function to be "compiled".
@tf.function
def train_step(batch):
noise = tf.random.normal([BATCH_SIZE, latent_space])
with tf.GradientTape() as gen_tape, tf.GradientTape() as disc_tape:
generated_images = generator(noise, training=True)
real_output = discriminator(batch, training=True)
fake_output = discriminator(generated_images, training=True)
gen_loss = generator_loss(fake_output)
disc_loss = discriminator_loss(real_output, fake_output)
gradients_of_generator = gen_tape.gradient(gen_loss, generator.trainable_variables)
gradients_of_discriminator = disc_tape.gradient(disc_loss, discriminator.trainable_variables)
generator_optimizer.apply_gradients(zip(gradients_of_generator, generator.trainable_variables))
discriminator_optimizer.apply_gradients(zip(gradients_of_discriminator, discriminator.trainable_variables))
generator_mean_loss(gen_loss)
discriminator_mean_loss(disc_loss)
def train(dataset, epochs):
hist = []
for epoch in range(epochs):
start = time.time()
print("Epoch {}/{}".format(epoch + 1, epochs))
for batch in dataset:
train_step(batch)
with generator_summary_writer.as_default():
tf.summary.scalar('loss', generator_mean_loss.result(), step=epoch)
with discriminator_summary_writer.as_default():
tf.summary.scalar('loss', discriminator_mean_loss.result(), step=epoch)
hist.append([generator_mean_loss.result().numpy(), discriminator_mean_loss.result().numpy()])
generator_mean_loss.reset_states()
discriminator_mean_loss.reset_states()
print("discriminator", "{}: {:.6f}".format(discriminator.metrics_names[0], hist[-1][1]), end=' - ')
print("generator", "{}: {:.6f}".format(gan.metrics_names[0], hist[-1][0]), end=' - ')
print ('{:.0f}s'.format( time.time()-start))
# Global variables are used below
if epoch%1000 == 0:
# Plot generated data
X_generated = scaler.inverse_transform((generator.predict(seed).reshape(num_examples_to_generate*ntimes,15)+1)/2)
X_generated = pca_compress.inverse_transform(X_generated)
X_generated = X_generated.reshape(num_examples_to_generate, ntimes, len(groups)*nl*nc)
fig, ax = plt.subplots(num_examples_to_generate*2,len(groups), figsize=[20,num_examples_to_generate*5])
for j in range(num_examples_to_generate):
for i, group in enumerate(groups):
for k in range(0,10,10):
ax.flatten()[i+2*j*len(groups)].plot(X_generated[j][:,i*nl*nc+4+10*k], '-')
for i, group in enumerate(groups):
im = ax.flatten()[i+(2*j+1)*len(groups)].imshow(X_generated[j].reshape(ntimes,len(groups),nl,nc)[4,i,:,:])
fig.colorbar(im, ax=ax.flatten()[i+(2*j+1)*len(groups)])
plt.show()
# Save model
gan.save('ganmodels/'+notebookName[:-6]+str(epoch)+'.h5')
# plot loss
print('Loss: ')
fig, ax = plt.subplots(1,1, figsize=[20,10])
ax.plot(hist)
ax.legend(['loss_gen', 'loss_disc'])
ax.set_yscale('log')
ax.grid()
plt.show()
return hist
hist = train(train_dataset, epochs=5000)
Epoch 1/5000 discriminator loss: 1.114884 - generator loss: 0.930616 - 1s
Loss:
Epoch 2/5000 discriminator loss: 1.376779 - generator loss: 0.705412 - 1s Epoch 3/5000 discriminator loss: 1.396014 - generator loss: 0.799745 - 1s Epoch 4/5000 discriminator loss: 1.555467 - generator loss: 0.646406 - 1s Epoch 5/5000 discriminator loss: 1.721564 - generator loss: 0.453545 - 1s Epoch 6/5000 discriminator loss: 1.639662 - generator loss: 0.486042 - 1s Epoch 7/5000 discriminator loss: 1.481149 - generator loss: 0.564022 - 1s Epoch 8/5000 discriminator loss: 1.427672 - generator loss: 0.567725 - 1s Epoch 9/5000 discriminator loss: 1.432887 - generator loss: 0.557221 - 1s Epoch 10/5000 discriminator loss: 1.483215 - generator loss: 0.537461 - 1s Epoch 11/5000 discriminator loss: 1.533521 - generator loss: 0.532196 - 1s Epoch 12/5000 discriminator loss: 1.509710 - generator loss: 0.586475 - 1s Epoch 13/5000 discriminator loss: 1.473238 - generator loss: 0.630313 - 1s Epoch 14/5000 discriminator loss: 1.447785 - generator loss: 0.634839 - 1s Epoch 15/5000 discriminator loss: 1.444515 - generator loss: 0.605624 - 1s Epoch 16/5000 discriminator loss: 1.412085 - generator loss: 0.611197 - 1s Epoch 17/5000 discriminator loss: 1.355189 - generator loss: 0.647066 - 1s Epoch 18/5000 discriminator loss: 1.304328 - generator loss: 0.681897 - 1s Epoch 19/5000 discriminator loss: 1.291701 - generator loss: 0.679400 - 1s Epoch 20/5000 discriminator loss: 1.311268 - generator loss: 0.640692 - 1s Epoch 21/5000 discriminator loss: 1.325956 - generator loss: 0.621317 - 1s Epoch 22/5000 discriminator loss: 1.354512 - generator loss: 0.605557 - 1s Epoch 23/5000 discriminator loss: 1.363861 - generator loss: 0.620030 - 1s Epoch 24/5000 discriminator loss: 1.371585 - generator loss: 0.644815 - 1s Epoch 25/5000 discriminator loss: 1.387103 - generator loss: 0.668389 - 1s Epoch 26/5000 discriminator loss: 1.401037 - generator loss: 0.682185 - 1s Epoch 27/5000 discriminator loss: 1.373904 - generator loss: 0.709828 - 1s Epoch 28/5000 discriminator loss: 1.319970 - generator loss: 0.747341 - 1s Epoch 29/5000 discriminator loss: 1.248784 - generator loss: 0.794478 - 1s Epoch 30/5000 discriminator loss: 1.153416 - generator loss: 0.866492 - 1s Epoch 31/5000 discriminator loss: 1.152209 - generator loss: 0.820770 - 1s Epoch 32/5000 discriminator loss: 1.248291 - generator loss: 0.714010 - 1s Epoch 33/5000 discriminator loss: 1.289179 - generator loss: 0.702266 - 1s Epoch 34/5000 discriminator loss: 1.267196 - generator loss: 0.758895 - 1s Epoch 35/5000 discriminator loss: 1.276343 - generator loss: 0.773713 - 1s Epoch 36/5000 discriminator loss: 1.305132 - generator loss: 0.765033 - 1s Epoch 37/5000 discriminator loss: 1.284765 - generator loss: 0.806501 - 1s Epoch 38/5000 discriminator loss: 1.210690 - generator loss: 0.883109 - 1s Epoch 39/5000 discriminator loss: 1.124870 - generator loss: 0.930033 - 1s Epoch 40/5000 discriminator loss: 1.080365 - generator loss: 0.890186 - 1s Epoch 41/5000 discriminator loss: 1.133821 - generator loss: 0.744888 - 1s Epoch 42/5000 discriminator loss: 1.365088 - generator loss: 0.529127 - 1s Epoch 43/5000 discriminator loss: 1.305340 - generator loss: 0.624200 - 1s Epoch 44/5000 discriminator loss: 1.161385 - generator loss: 0.794406 - 1s Epoch 45/5000 discriminator loss: 1.104849 - generator loss: 0.819842 - 1s Epoch 46/5000 discriminator loss: 1.063948 - generator loss: 0.835464 - 1s Epoch 47/5000 discriminator loss: 1.080343 - generator loss: 0.804222 - 1s Epoch 48/5000 discriminator loss: 1.134160 - generator loss: 0.796431 - 1s Epoch 49/5000 discriminator loss: 1.213913 - generator loss: 0.789054 - 1s Epoch 50/5000 discriminator loss: 1.258546 - generator loss: 0.791020 - 1s Epoch 51/5000 discriminator loss: 1.208013 - generator loss: 0.850803 - 1s Epoch 52/5000 discriminator loss: 1.160889 - generator loss: 0.890991 - 1s Epoch 53/5000 discriminator loss: 1.172633 - generator loss: 0.894349 - 1s Epoch 54/5000 discriminator loss: 1.204846 - generator loss: 0.917582 - 1s Epoch 55/5000 discriminator loss: 1.213572 - generator loss: 0.942057 - 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1s Epoch 1001/5000 discriminator loss: 1.250666 - generator loss: 0.846463 - 1s
Loss:
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generator loss: 0.814621 - 1s Epoch 1055/5000 discriminator loss: 1.285648 - generator loss: 0.848895 - 1s Epoch 1056/5000 discriminator loss: 1.254881 - generator loss: 0.855866 - 1s Epoch 1057/5000 discriminator loss: 1.303932 - generator loss: 0.801791 - 1s Epoch 1058/5000 discriminator loss: 1.266207 - generator loss: 0.841526 - 1s Epoch 1059/5000 discriminator loss: 1.275637 - generator loss: 0.826113 - 1s Epoch 1060/5000 discriminator loss: 1.305798 - generator loss: 0.823939 - 1s Epoch 1061/5000 discriminator loss: 1.259479 - generator loss: 0.864356 - 1s Epoch 1062/5000 discriminator loss: 1.276607 - generator loss: 0.830092 - 1s Epoch 1063/5000 discriminator loss: 1.313854 - generator loss: 0.790341 - 1s Epoch 1064/5000 discriminator loss: 1.251548 - generator loss: 0.844897 - 1s Epoch 1065/5000 discriminator loss: 1.282436 - generator loss: 0.827467 - 1s Epoch 1066/5000 discriminator loss: 1.304248 - generator loss: 0.825520 - 1s Epoch 1067/5000 discriminator loss: 1.255116 - 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Loss:
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Loss:
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generator loss: 0.777333 - 1s Epoch 3029/5000 discriminator loss: 1.361016 - generator loss: 0.763411 - 1s Epoch 3030/5000 discriminator loss: 1.317371 - generator loss: 0.801987 - 1s Epoch 3031/5000 discriminator loss: 1.363266 - generator loss: 0.748353 - 1s Epoch 3032/5000 discriminator loss: 1.343463 - generator loss: 0.745417 - 1s Epoch 3033/5000 discriminator loss: 1.328096 - generator loss: 0.759010 - 1s Epoch 3034/5000 discriminator loss: 1.347582 - generator loss: 0.759479 - 1s Epoch 3035/5000 discriminator loss: 1.337191 - generator loss: 0.784399 - 1s Epoch 3036/5000 discriminator loss: 1.321617 - generator loss: 0.797931 - 1s Epoch 3037/5000 discriminator loss: 1.359242 - generator loss: 0.734423 - 1s Epoch 3038/5000 discriminator loss: 1.337296 - generator loss: 0.755320 - 1s Epoch 3039/5000 discriminator loss: 1.332264 - generator loss: 0.777420 - 1s Epoch 3040/5000 discriminator loss: 1.363195 - generator loss: 0.758745 - 1s Epoch 3041/5000 discriminator loss: 1.325979 - 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Loss:
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generator loss: 0.779494 - 1s Epoch 4783/5000 discriminator loss: 1.346889 - generator loss: 0.755949 - 1s Epoch 4784/5000 discriminator loss: 1.360127 - generator loss: 0.725690 - 1s Epoch 4785/5000 discriminator loss: 1.332631 - generator loss: 0.748460 - 1s Epoch 4786/5000 discriminator loss: 1.347075 - generator loss: 0.755079 - 1s Epoch 4787/5000 discriminator loss: 1.363867 - generator loss: 0.765248 - 1s Epoch 4788/5000 discriminator loss: 1.337284 - generator loss: 0.773808 - 1s Epoch 4789/5000 discriminator loss: 1.348499 - generator loss: 0.755831 - 1s Epoch 4790/5000 discriminator loss: 1.364361 - generator loss: 0.719620 - 1s Epoch 4791/5000 discriminator loss: 1.336221 - generator loss: 0.754396 - 1s Epoch 4792/5000 discriminator loss: 1.350481 - generator loss: 0.750766 - 1s Epoch 4793/5000 discriminator loss: 1.355893 - generator loss: 0.767769 - 1s Epoch 4794/5000 discriminator loss: 1.333870 - generator loss: 0.780220 - 1s Epoch 4795/5000 discriminator loss: 1.356964 - generator loss: 0.735244 - 1s Epoch 4796/5000 discriminator loss: 1.349254 - generator loss: 0.736468 - 1s Epoch 4797/5000 discriminator loss: 1.329832 - generator loss: 0.752136 - 1s Epoch 4798/5000 discriminator loss: 1.367569 - generator loss: 0.745029 - 1s Epoch 4799/5000 discriminator loss: 1.349182 - generator loss: 0.776622 - 1s Epoch 4800/5000 discriminator loss: 1.331744 - generator loss: 0.781457 - 1s Epoch 4801/5000 discriminator loss: 1.357893 - generator loss: 0.737162 - 1s Epoch 4802/5000 discriminator loss: 1.348307 - generator loss: 0.727794 - 1s Epoch 4803/5000 discriminator loss: 1.346658 - generator loss: 0.752017 - 1s Epoch 4804/5000 discriminator loss: 1.358766 - generator loss: 0.756666 - 1s Epoch 4805/5000 discriminator loss: 1.343056 - generator loss: 0.778064 - 1s Epoch 4806/5000 discriminator loss: 1.330508 - generator loss: 0.772767 - 1s Epoch 4807/5000 discriminator loss: 1.368505 - generator loss: 0.729462 - 1s Epoch 4808/5000 discriminator loss: 1.343679 - generator loss: 0.739264 - 1s Epoch 4809/5000 discriminator loss: 1.335037 - generator loss: 0.752852 - 1s Epoch 4810/5000 discriminator loss: 1.360322 - generator loss: 0.757856 - 1s Epoch 4811/5000 discriminator loss: 1.343323 - generator loss: 0.778064 - 1s Epoch 4812/5000 discriminator loss: 1.335425 - generator loss: 0.777197 - 1s Epoch 4813/5000 discriminator loss: 1.365891 - generator loss: 0.723151 - 1s Epoch 4814/5000 discriminator loss: 1.340328 - generator loss: 0.744043 - 1s Epoch 4815/5000 discriminator loss: 1.335286 - generator loss: 0.757439 - 1s Epoch 4816/5000 discriminator loss: 1.356289 - generator loss: 0.756476 - 1s Epoch 4817/5000 discriminator loss: 1.342532 - generator loss: 0.774589 - 1s Epoch 4818/5000 discriminator loss: 1.335586 - generator loss: 0.779517 - 1s Epoch 4819/5000 discriminator loss: 1.367222 - generator loss: 0.722374 - 1s Epoch 4820/5000 discriminator loss: 1.336011 - generator loss: 0.750734 - 1s Epoch 4821/5000 discriminator loss: 1.345944 - generator loss: 0.756277 - 1s Epoch 4822/5000 discriminator loss: 1.367337 - generator loss: 0.745357 - 1s Epoch 4823/5000 discriminator loss: 1.339991 - generator loss: 0.784667 - 1s Epoch 4824/5000 discriminator loss: 1.343927 - generator loss: 0.766585 - 1s Epoch 4825/5000 discriminator loss: 1.365481 - generator loss: 0.736858 - 1s Epoch 4826/5000 discriminator loss: 1.340186 - generator loss: 0.733505 - 1s Epoch 4827/5000 discriminator loss: 1.357181 - generator loss: 0.756317 - 1s Epoch 4828/5000 discriminator loss: 1.356201 - generator loss: 0.777907 - 1s Epoch 4829/5000 discriminator loss: 1.355274 - generator loss: 0.767999 - 1s Epoch 4830/5000 discriminator loss: 1.338087 - generator loss: 0.770668 - 1s Epoch 4831/5000 discriminator loss: 1.368633 - generator loss: 0.737847 - 1s Epoch 4832/5000 discriminator loss: 1.342764 - generator loss: 0.746042 - 1s Epoch 4833/5000 discriminator loss: 1.343456 - generator loss: 0.749406 - 1s Epoch 4834/5000 discriminator loss: 1.356125 - generator loss: 0.755555 - 1s Epoch 4835/5000 discriminator loss: 1.342401 - generator loss: 0.798896 - 1s Epoch 4836/5000 discriminator loss: 1.340893 - generator loss: 0.758918 - 1s Epoch 4837/5000 discriminator loss: 1.350286 - generator loss: 0.752309 - 1s Epoch 4838/5000 discriminator loss: 1.342996 - generator loss: 0.755921 - 1s Epoch 4839/5000 discriminator loss: 1.347249 - generator loss: 0.742866 - 1s Epoch 4840/5000 discriminator loss: 1.353003 - generator loss: 0.761419 - 1s Epoch 4841/5000 discriminator loss: 1.348182 - generator loss: 0.767846 - 1s Epoch 4842/5000 discriminator loss: 1.341790 - generator loss: 0.768046 - 1s Epoch 4843/5000 discriminator loss: 1.365206 - generator loss: 0.739138 - 1s Epoch 4844/5000 discriminator loss: 1.342175 - generator loss: 0.743351 - 1s Epoch 4845/5000 discriminator loss: 1.351747 - generator loss: 0.755718 - 1s Epoch 4846/5000 discriminator loss: 1.354681 - generator loss: 0.760274 - 1s Epoch 4847/5000 discriminator loss: 1.347057 - generator loss: 0.771190 - 1s Epoch 4848/5000 discriminator loss: 1.355268 - generator loss: 0.753266 - 1s Epoch 4849/5000 discriminator loss: 1.355205 - generator loss: 0.745248 - 1s Epoch 4850/5000 discriminator loss: 1.348181 - generator loss: 0.737936 - 1s Epoch 4851/5000 discriminator loss: 1.336994 - generator loss: 0.758496 - 1s Epoch 4852/5000 discriminator loss: 1.352883 - generator loss: 0.762775 - 1s Epoch 4853/5000 discriminator loss: 1.340001 - generator loss: 0.779169 - 1s Epoch 4854/5000 discriminator loss: 1.344991 - generator loss: 0.761580 - 1s Epoch 4855/5000 discriminator loss: 1.360716 - generator loss: 0.736229 - 1s Epoch 4856/5000 discriminator loss: 1.344609 - generator loss: 0.751814 - 1s Epoch 4857/5000 discriminator loss: 1.356306 - generator loss: 0.743401 - 1s Epoch 4858/5000 discriminator loss: 1.351950 - generator loss: 0.758078 - 1s Epoch 4859/5000 discriminator loss: 1.348353 - generator loss: 0.767647 - 1s Epoch 4860/5000 discriminator loss: 1.336738 - generator loss: 0.775723 - 1s Epoch 4861/5000 discriminator loss: 1.354396 - generator loss: 0.735006 - 1s Epoch 4862/5000 discriminator loss: 1.341967 - generator loss: 0.745624 - 1s Epoch 4863/5000 discriminator loss: 1.349341 - generator loss: 0.755393 - 1s Epoch 4864/5000 discriminator loss: 1.351163 - generator loss: 0.767217 - 1s Epoch 4865/5000 discriminator loss: 1.345488 - generator loss: 0.764866 - 1s Epoch 4866/5000 discriminator loss: 1.345996 - generator loss: 0.760755 - 1s Epoch 4867/5000 discriminator loss: 1.355823 - generator loss: 0.735873 - 1s Epoch 4868/5000 discriminator loss: 1.340533 - generator loss: 0.742414 - 1s Epoch 4869/5000 discriminator loss: 1.343973 - generator loss: 0.758161 - 1s Epoch 4870/5000 discriminator loss: 1.354253 - generator loss: 0.762190 - 1s Epoch 4871/5000 discriminator loss: 1.333943 - generator loss: 0.779132 - 1s Epoch 4872/5000 discriminator loss: 1.346714 - generator loss: 0.746724 - 1s Epoch 4873/5000 discriminator loss: 1.358921 - generator loss: 0.727198 - 1s Epoch 4874/5000 discriminator loss: 1.344549 - generator loss: 0.744788 - 1s Epoch 4875/5000 discriminator loss: 1.353466 - generator loss: 0.749938 - 1s Epoch 4876/5000 discriminator loss: 1.354478 - generator loss: 0.767801 - 1s Epoch 4877/5000 discriminator loss: 1.330736 - generator loss: 0.781771 - 1s Epoch 4878/5000 discriminator loss: 1.354214 - generator loss: 0.742147 - 1s Epoch 4879/5000 discriminator loss: 1.352098 - generator loss: 0.726165 - 1s Epoch 4880/5000 discriminator loss: 1.337970 - generator loss: 0.754484 - 1s Epoch 4881/5000 discriminator loss: 1.357948 - generator loss: 0.754094 - 1s Epoch 4882/5000 discriminator loss: 1.350632 - generator loss: 0.770038 - 1s Epoch 4883/5000 discriminator loss: 1.329071 - generator loss: 0.775822 - 1s Epoch 4884/5000 discriminator loss: 1.364443 - generator loss: 0.729853 - 1s Epoch 4885/5000 discriminator loss: 1.339913 - generator loss: 0.741341 - 1s Epoch 4886/5000 discriminator loss: 1.331246 - generator loss: 0.761871 - 1s Epoch 4887/5000 discriminator loss: 1.363129 - generator loss: 0.754729 - 1s Epoch 4888/5000 discriminator loss: 1.343451 - generator loss: 0.776112 - 1s Epoch 4889/5000 discriminator loss: 1.339418 - generator loss: 0.769305 - 1s Epoch 4890/5000 discriminator loss: 1.358662 - generator loss: 0.733123 - 1s Epoch 4891/5000 discriminator loss: 1.337336 - generator loss: 0.741179 - 1s Epoch 4892/5000 discriminator loss: 1.336389 - generator loss: 0.755963 - 1s Epoch 4893/5000 discriminator loss: 1.365538 - generator loss: 0.759481 - 1s Epoch 4894/5000 discriminator loss: 1.336119 - generator loss: 0.778850 - 1s Epoch 4895/5000 discriminator loss: 1.344833 - generator loss: 0.755961 - 1s Epoch 4896/5000 discriminator loss: 1.359060 - generator loss: 0.732274 - 1s Epoch 4897/5000 discriminator loss: 1.337922 - generator loss: 0.742958 - 1s Epoch 4898/5000 discriminator loss: 1.347733 - generator loss: 0.752601 - 1s Epoch 4899/5000 discriminator loss: 1.367344 - generator loss: 0.761212 - 1s Epoch 4900/5000 discriminator loss: 1.338456 - generator loss: 0.776824 - 1s Epoch 4901/5000 discriminator loss: 1.351538 - generator loss: 0.747628 - 1s Epoch 4902/5000 discriminator loss: 1.356268 - generator loss: 0.730679 - 1s Epoch 4903/5000 discriminator loss: 1.337471 - generator loss: 0.757342 - 1s Epoch 4904/5000 discriminator loss: 1.350885 - generator loss: 0.746861 - 1s Epoch 4905/5000 discriminator loss: 1.356321 - generator loss: 0.770664 - 1s Epoch 4906/5000 discriminator loss: 1.340084 - generator loss: 0.770925 - 1s Epoch 4907/5000 discriminator loss: 1.360180 - generator loss: 0.742803 - 1s Epoch 4908/5000 discriminator loss: 1.346515 - generator loss: 0.730206 - 1s Epoch 4909/5000 discriminator loss: 1.340400 - generator loss: 0.751906 - 1s Epoch 4910/5000 discriminator loss: 1.359437 - generator loss: 0.755007 - 1s Epoch 4911/5000 discriminator loss: 1.350608 - generator loss: 0.770597 - 1s Epoch 4912/5000 discriminator loss: 1.341613 - generator loss: 0.764045 - 1s Epoch 4913/5000 discriminator loss: 1.361093 - generator loss: 0.736804 - 1s Epoch 4914/5000 discriminator loss: 1.344869 - generator loss: 0.736004 - 1s Epoch 4915/5000 discriminator loss: 1.340236 - generator loss: 0.753439 - 1s Epoch 4916/5000 discriminator loss: 1.367563 - generator loss: 0.747609 - 1s Epoch 4917/5000 discriminator loss: 1.341961 - generator loss: 0.775465 - 1s Epoch 4918/5000 discriminator loss: 1.333475 - generator loss: 0.773666 - 1s Epoch 4919/5000 discriminator loss: 1.363801 - generator loss: 0.727075 - 1s Epoch 4920/5000 discriminator loss: 1.339950 - generator loss: 0.737865 - 1s Epoch 4921/5000 discriminator loss: 1.334021 - generator loss: 0.765157 - 1s Epoch 4922/5000 discriminator loss: 1.361733 - generator loss: 0.751873 - 1s Epoch 4923/5000 discriminator loss: 1.330601 - generator loss: 0.788236 - 1s Epoch 4924/5000 discriminator loss: 1.346571 - generator loss: 0.762380 - 1s Epoch 4925/5000 discriminator loss: 1.363976 - generator loss: 0.730472 - 1s Epoch 4926/5000 discriminator loss: 1.337479 - generator loss: 0.739864 - 1s Epoch 4927/5000 discriminator loss: 1.341781 - generator loss: 0.758360 - 1s Epoch 4928/5000 discriminator loss: 1.357478 - generator loss: 0.768740 - 1s Epoch 4929/5000 discriminator loss: 1.342182 - generator loss: 0.785770 - 1s Epoch 4930/5000 discriminator loss: 1.334649 - generator loss: 0.767381 - 1s Epoch 4931/5000 discriminator loss: 1.366168 - generator loss: 0.727908 - 1s Epoch 4932/5000 discriminator loss: 1.334655 - generator loss: 0.742711 - 1s Epoch 4933/5000 discriminator loss: 1.345484 - generator loss: 0.751339 - 1s Epoch 4934/5000 discriminator loss: 1.364922 - generator loss: 0.760010 - 1s Epoch 4935/5000 discriminator loss: 1.343502 - generator loss: 0.788340 - 1s Epoch 4936/5000 discriminator loss: 1.348723 - generator loss: 0.759933 - 1s Epoch 4937/5000 discriminator loss: 1.366034 - generator loss: 0.727074 - 1s Epoch 4938/5000 discriminator loss: 1.340123 - generator loss: 0.743822 - 1s Epoch 4939/5000 discriminator loss: 1.332792 - generator loss: 0.760075 - 1s Epoch 4940/5000 discriminator loss: 1.357584 - generator loss: 0.760228 - 1s Epoch 4941/5000 discriminator loss: 1.345422 - generator loss: 0.779331 - 1s Epoch 4942/5000 discriminator loss: 1.327474 - generator loss: 0.779305 - 1s Epoch 4943/5000 discriminator loss: 1.363814 - generator loss: 0.718387 - 1s Epoch 4944/5000 discriminator loss: 1.343570 - generator loss: 0.749801 - 1s Epoch 4945/5000 discriminator loss: 1.338614 - generator loss: 0.772865 - 1s Epoch 4946/5000 discriminator loss: 1.365932 - generator loss: 0.754223 - 1s Epoch 4947/5000 discriminator loss: 1.336519 - generator loss: 0.784411 - 1s Epoch 4948/5000 discriminator loss: 1.345334 - generator loss: 0.769952 - 1s Epoch 4949/5000 discriminator loss: 1.363432 - generator loss: 0.736913 - 1s Epoch 4950/5000 discriminator loss: 1.339442 - generator loss: 0.735489 - 1s Epoch 4951/5000 discriminator loss: 1.343946 - generator loss: 0.759498 - 1s Epoch 4952/5000 discriminator loss: 1.364308 - generator loss: 0.756753 - 1s Epoch 4953/5000 discriminator loss: 1.347803 - generator loss: 0.776586 - 1s Epoch 4954/5000 discriminator loss: 1.339603 - generator loss: 0.770566 - 1s Epoch 4955/5000 discriminator loss: 1.370427 - generator loss: 0.723473 - 1s Epoch 4956/5000 discriminator loss: 1.346472 - generator loss: 0.745150 - 1s Epoch 4957/5000 discriminator loss: 1.338180 - generator loss: 0.743455 - 1s Epoch 4958/5000 discriminator loss: 1.354036 - generator loss: 0.758986 - 1s Epoch 4959/5000 discriminator loss: 1.339383 - generator loss: 0.787458 - 1s Epoch 4960/5000 discriminator loss: 1.343904 - generator loss: 0.762285 - 1s Epoch 4961/5000 discriminator loss: 1.359684 - generator loss: 0.738897 - 1s Epoch 4962/5000 discriminator loss: 1.351167 - generator loss: 0.743944 - 1s Epoch 4963/5000 discriminator loss: 1.339476 - generator loss: 0.762508 - 1s Epoch 4964/5000 discriminator loss: 1.359767 - generator loss: 0.748900 - 1s Epoch 4965/5000 discriminator loss: 1.340909 - generator loss: 0.772703 - 1s Epoch 4966/5000 discriminator loss: 1.348465 - generator loss: 0.773134 - 1s Epoch 4967/5000 discriminator loss: 1.348871 - generator loss: 0.750781 - 1s Epoch 4968/5000 discriminator loss: 1.350844 - generator loss: 0.736057 - 1s Epoch 4969/5000 discriminator loss: 1.336667 - generator loss: 0.762258 - 1s Epoch 4970/5000 discriminator loss: 1.359263 - generator loss: 0.759045 - 1s Epoch 4971/5000 discriminator loss: 1.356294 - generator loss: 0.772703 - 1s Epoch 4972/5000 discriminator loss: 1.330472 - generator loss: 0.782640 - 1s Epoch 4973/5000 discriminator loss: 1.351080 - generator loss: 0.742138 - 1s Epoch 4974/5000 discriminator loss: 1.349236 - generator loss: 0.739354 - 1s Epoch 4975/5000 discriminator loss: 1.337703 - generator loss: 0.750615 - 1s Epoch 4976/5000 discriminator loss: 1.356607 - generator loss: 0.754219 - 1s Epoch 4977/5000 discriminator loss: 1.349392 - generator loss: 0.772084 - 1s Epoch 4978/5000 discriminator loss: 1.343822 - generator loss: 0.776014 - 1s Epoch 4979/5000 discriminator loss: 1.355302 - generator loss: 0.738500 - 1s Epoch 4980/5000 discriminator loss: 1.355442 - generator loss: 0.731874 - 1s Epoch 4981/5000 discriminator loss: 1.349724 - generator loss: 0.748765 - 1s Epoch 4982/5000 discriminator loss: 1.360810 - generator loss: 0.751193 - 1s Epoch 4983/5000 discriminator loss: 1.354078 - generator loss: 0.767786 - 1s Epoch 4984/5000 discriminator loss: 1.349236 - generator loss: 0.756268 - 1s Epoch 4985/5000 discriminator loss: 1.349262 - generator loss: 0.742868 - 1s Epoch 4986/5000 discriminator loss: 1.349702 - generator loss: 0.746939 - 1s Epoch 4987/5000 discriminator loss: 1.343192 - generator loss: 0.750022 - 1s Epoch 4988/5000 discriminator loss: 1.357567 - generator loss: 0.754787 - 1s Epoch 4989/5000 discriminator loss: 1.349266 - generator loss: 0.765373 - 1s Epoch 4990/5000 discriminator loss: 1.347190 - generator loss: 0.760476 - 1s Epoch 4991/5000 discriminator loss: 1.354103 - generator loss: 0.742476 - 1s Epoch 4992/5000 discriminator loss: 1.341222 - generator loss: 0.743118 - 1s Epoch 4993/5000 discriminator loss: 1.336033 - generator loss: 0.753790 - 1s Epoch 4994/5000 discriminator loss: 1.360683 - generator loss: 0.753316 - 1s Epoch 4995/5000 discriminator loss: 1.350658 - generator loss: 0.774396 - 1s Epoch 4996/5000 discriminator loss: 1.345253 - generator loss: 0.759507 - 1s Epoch 4997/5000 discriminator loss: 1.352242 - generator loss: 0.736666 - 1s Epoch 4998/5000 discriminator loss: 1.348841 - generator loss: 0.745174 - 1s Epoch 4999/5000 discriminator loss: 1.352323 - generator loss: 0.750690 - 1s Epoch 5000/5000 discriminator loss: 1.358394 - generator loss: 0.749804 - 1s
# Continuing the training after epoch 5000
hist = train(train_dataset, epochs=50000)
Epoch 1/50000 discriminator loss: 1.344855 - generator loss: 0.770205 - 1s
Loss:
Epoch 2/50000 discriminator loss: 1.348745 - generator loss: 0.754976 - 1s Epoch 3/50000 discriminator loss: 1.351734 - generator loss: 0.732198 - 1s Epoch 4/50000 discriminator loss: 1.341208 - generator loss: 0.747948 - 1s Epoch 5/50000 discriminator loss: 1.349500 - generator loss: 0.753035 - 1s Epoch 6/50000 discriminator loss: 1.351038 - generator loss: 0.765375 - 1s Epoch 7/50000 discriminator loss: 1.342155 - generator loss: 0.765450 - 1s Epoch 8/50000 discriminator loss: 1.347003 - generator loss: 0.745270 - 1s Epoch 9/50000 discriminator loss: 1.352130 - generator loss: 0.736917 - 1s Epoch 10/50000 discriminator loss: 1.343380 - generator loss: 0.750497 - 1s Epoch 11/50000 discriminator loss: 1.355732 - generator loss: 0.751644 - 1s Epoch 12/50000 discriminator loss: 1.355024 - generator loss: 0.762541 - 1s Epoch 13/50000 discriminator loss: 1.348164 - generator loss: 0.763093 - 1s Epoch 14/50000 discriminator loss: 1.358344 - generator loss: 0.736265 - 1s Epoch 15/50000 discriminator loss: 1.351880 - 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Loss:
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1s Epoch 1977/50000 discriminator loss: 1.362296 - generator loss: 0.731883 - 1s Epoch 1978/50000 discriminator loss: 1.354412 - generator loss: 0.733235 - 1s Epoch 1979/50000 discriminator loss: 1.351767 - generator loss: 0.744473 - 1s Epoch 1980/50000 discriminator loss: 1.356976 - generator loss: 0.749180 - 1s Epoch 1981/50000 discriminator loss: 1.345505 - generator loss: 0.760044 - 1s Epoch 1982/50000 discriminator loss: 1.353104 - generator loss: 0.752922 - 1s Epoch 1983/50000 discriminator loss: 1.360933 - generator loss: 0.727447 - 1s Epoch 1984/50000 discriminator loss: 1.354296 - generator loss: 0.740124 - 1s Epoch 1985/50000 discriminator loss: 1.352104 - generator loss: 0.740080 - 1s Epoch 1986/50000 discriminator loss: 1.353339 - generator loss: 0.751512 - 1s Epoch 1987/50000 discriminator loss: 1.351428 - generator loss: 0.757273 - 1s Epoch 1988/50000 discriminator loss: 1.349776 - generator loss: 0.746346 - 1s Epoch 1989/50000 discriminator loss: 1.368439 - generator loss: 0.726923 - 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Loss:
Epoch 2002/50000 discriminator loss: 1.353721 - generator loss: 0.746152 - 1s Epoch 2003/50000 discriminator loss: 1.350032 - generator loss: 0.755277 - 1s Epoch 2004/50000 discriminator loss: 1.362407 - generator loss: 0.748050 - 1s Epoch 2005/50000 discriminator loss: 1.341284 - generator loss: 0.768963 - 1s Epoch 2006/50000 discriminator loss: 1.354224 - generator loss: 0.746059 - 1s Epoch 2007/50000 discriminator loss: 1.349436 - generator loss: 0.745597 - 1s Epoch 2008/50000 discriminator loss: 1.341296 - generator loss: 0.741940 - 1s Epoch 2009/50000 discriminator loss: 1.347929 - generator loss: 0.755303 - 1s Epoch 2010/50000 discriminator loss: 1.358470 - generator loss: 0.752643 - 1s Epoch 2011/50000 discriminator loss: 1.341285 - generator loss: 0.781610 - 1s Epoch 2012/50000 discriminator loss: 1.359062 - generator loss: 0.744184 - 1s Epoch 2013/50000 discriminator loss: 1.345778 - generator loss: 0.737561 - 1s Epoch 2014/50000 discriminator loss: 1.353207 - generator loss: 0.744297 - 1s Epoch 2015/50000 discriminator loss: 1.352307 - generator loss: 0.748120 - 1s Epoch 2016/50000 discriminator loss: 1.358152 - generator loss: 0.759136 - 1s Epoch 2017/50000 discriminator loss: 1.350904 - generator loss: 0.758363 - 1s Epoch 2018/50000 discriminator loss: 1.349725 - generator loss: 0.760041 - 1s Epoch 2019/50000 discriminator loss: 1.362260 - generator loss: 0.728775 - 1s Epoch 2020/50000 discriminator loss: 1.339259 - generator loss: 0.742913 - 1s Epoch 2021/50000 discriminator loss: 1.350774 - generator loss: 0.756732 - 1s Epoch 2022/50000 discriminator loss: 1.357014 - generator loss: 0.760935 - 1s Epoch 2023/50000 discriminator loss: 1.340639 - generator loss: 0.773564 - 1s Epoch 2024/50000 discriminator loss: 1.345259 - generator loss: 0.747764 - 1s Epoch 2025/50000 discriminator loss: 1.368202 - generator loss: 0.725110 - 1s Epoch 2026/50000 discriminator loss: 1.343566 - generator loss: 0.751681 - 1s Epoch 2027/50000 discriminator loss: 1.353541 - generator loss: 0.737102 - 1s Epoch 2028/50000 discriminator loss: 1.359003 - generator loss: 0.757907 - 1s Epoch 2029/50000 discriminator loss: 1.351811 - generator loss: 0.762663 - 1s Epoch 2030/50000 discriminator loss: 1.344447 - generator loss: 0.758643 - 1s Epoch 2031/50000 discriminator loss: 1.357970 - generator loss: 0.726097 - 1s Epoch 2032/50000 discriminator loss: 1.344682 - generator loss: 0.746974 - 1s Epoch 2033/50000 discriminator loss: 1.351051 - generator loss: 0.750155 - 1s Epoch 2034/50000 discriminator loss: 1.357883 - generator loss: 0.757641 - 1s Epoch 2035/50000 discriminator loss: 1.346525 - generator loss: 0.762156 - 1s Epoch 2036/50000 discriminator loss: 1.351446 - generator loss: 0.749131 - 1s Epoch 2037/50000 discriminator loss: 1.356029 - generator loss: 0.735477 - 1s Epoch 2038/50000 discriminator loss: 1.349045 - generator loss: 0.743377 - 1s Epoch 2039/50000 discriminator loss: 1.348316 - generator loss: 0.746861 - 1s Epoch 2040/50000 discriminator loss: 1.356959 - generator loss: 0.753983 - 1s Epoch 2041/50000 discriminator loss: 1.356700 - generator loss: 0.754462 - 1s Epoch 2042/50000 discriminator loss: 1.345399 - generator loss: 0.752721 - 1s Epoch 2043/50000 discriminator loss: 1.356187 - generator loss: 0.733118 - 1s Epoch 2044/50000 discriminator loss: 1.356071 - generator loss: 0.738285 - 1s Epoch 2045/50000 discriminator loss: 1.351295 - generator loss: 0.747497 - 1s Epoch 2046/50000 discriminator loss: 1.355443 - generator loss: 0.751864 - 1s Epoch 2047/50000 discriminator loss: 1.345430 - generator loss: 0.756994 - 1s Epoch 2048/50000 discriminator loss: 1.354565 - generator loss: 0.743508 - 1s Epoch 2049/50000 discriminator loss: 1.365676 - generator loss: 0.737468 - 1s Epoch 2050/50000 discriminator loss: 1.352207 - generator loss: 0.734262 - 1s Epoch 2051/50000 discriminator loss: 1.348582 - generator loss: 0.746407 - 1s Epoch 2052/50000 discriminator loss: 1.359168 - generator loss: 0.754010 - 1s Epoch 2053/50000 discriminator loss: 1.344325 - generator loss: 0.764237 - 1s Epoch 2054/50000 discriminator loss: 1.354619 - generator loss: 0.742270 - 1s Epoch 2055/50000 discriminator loss: 1.355744 - generator loss: 0.739017 - 1s Epoch 2056/50000 discriminator loss: 1.349644 - generator loss: 0.740698 - 1s Epoch 2057/50000 discriminator loss: 1.357621 - generator loss: 0.744263 - 1s Epoch 2058/50000 discriminator loss: 1.362860 - generator loss: 0.744872 - 1s Epoch 2059/50000 discriminator loss: 1.342796 - generator loss: 0.761329 - 1s Epoch 2060/50000 discriminator loss: 1.354512 - generator loss: 0.744138 - 1s Epoch 2061/50000 discriminator loss: 1.365422 - generator loss: 0.728021 - 1s Epoch 2062/50000 discriminator loss: 1.349293 - generator loss: 0.742288 - 1s Epoch 2063/50000 discriminator loss: 1.358252 - generator loss: 0.741922 - 1s Epoch 2064/50000 discriminator loss: 1.359049 - generator loss: 0.750113 - 1s Epoch 2065/50000 discriminator loss: 1.348099 - generator loss: 0.767790 - 1s Epoch 2066/50000 discriminator loss: 1.348872 - generator loss: 0.742972 - 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Loss:
Epoch 3002/50000 discriminator loss: 1.360010 - generator loss: 0.757920 - 1s Epoch 3003/50000 discriminator loss: 1.351019 - generator loss: 0.756842 - 1s Epoch 3004/50000 discriminator loss: 1.346084 - generator loss: 0.760712 - 1s Epoch 3005/50000 discriminator loss: 1.363539 - generator loss: 0.734405 - 1s Epoch 3006/50000 discriminator loss: 1.348178 - generator loss: 0.725449 - 1s Epoch 3007/50000 discriminator loss: 1.349751 - generator loss: 0.740147 - 1s Epoch 3008/50000 discriminator loss: 1.358086 - generator loss: 0.753106 - 1s Epoch 3009/50000 discriminator loss: 1.362385 - generator loss: 0.752381 - 1s Epoch 3010/50000 discriminator loss: 1.340362 - generator loss: 0.769966 - 1s Epoch 3011/50000 discriminator loss: 1.355240 - generator loss: 0.738818 - 1s Epoch 3012/50000 discriminator loss: 1.364501 - generator loss: 0.726389 - 1s Epoch 3013/50000 discriminator loss: 1.346733 - generator loss: 0.743632 - 1s Epoch 3014/50000 discriminator loss: 1.351726 - generator loss: 0.743887 - 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1s Epoch 3028/50000 discriminator loss: 1.365258 - generator loss: 0.753530 - 1s Epoch 3029/50000 discriminator loss: 1.339709 - generator loss: 0.776069 - 1s Epoch 3030/50000 discriminator loss: 1.357451 - generator loss: 0.745353 - 1s Epoch 3031/50000 discriminator loss: 1.357638 - generator loss: 0.739200 - 1s Epoch 3032/50000 discriminator loss: 1.359681 - generator loss: 0.732713 - 1s Epoch 3033/50000 discriminator loss: 1.337201 - generator loss: 0.752612 - 1s Epoch 3034/50000 discriminator loss: 1.366492 - generator loss: 0.740346 - 1s Epoch 3035/50000 discriminator loss: 1.346667 - generator loss: 0.764902 - 1s Epoch 3036/50000 discriminator loss: 1.349012 - generator loss: 0.766985 - 1s Epoch 3037/50000 discriminator loss: 1.347364 - generator loss: 0.746134 - 1s Epoch 3038/50000 discriminator loss: 1.361615 - generator loss: 0.726791 - 1s Epoch 3039/50000 discriminator loss: 1.348309 - generator loss: 0.742282 - 1s Epoch 3040/50000 discriminator loss: 1.362664 - generator loss: 0.746751 - 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1s Epoch 3938/50000 discriminator loss: 1.353509 - generator loss: 0.741085 - 1s Epoch 3939/50000 discriminator loss: 1.351826 - generator loss: 0.739037 - 1s Epoch 3940/50000 discriminator loss: 1.364152 - generator loss: 0.743991 - 1s Epoch 3941/50000 discriminator loss: 1.354469 - generator loss: 0.749061 - 1s Epoch 3942/50000 discriminator loss: 1.356922 - generator loss: 0.751253 - 1s Epoch 3943/50000 discriminator loss: 1.357630 - generator loss: 0.736687 - 1s Epoch 3944/50000 discriminator loss: 1.351693 - generator loss: 0.739840 - 1s Epoch 3945/50000 discriminator loss: 1.355375 - generator loss: 0.744304 - 1s Epoch 3946/50000 discriminator loss: 1.352393 - generator loss: 0.748050 - 1s Epoch 3947/50000 discriminator loss: 1.356487 - generator loss: 0.747095 - 1s Epoch 3948/50000 discriminator loss: 1.343428 - generator loss: 0.761197 - 1s Epoch 3949/50000 discriminator loss: 1.355638 - generator loss: 0.753444 - 1s Epoch 3950/50000 discriminator loss: 1.362352 - generator loss: 0.731889 - 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1s Epoch 3990/50000 discriminator loss: 1.351478 - generator loss: 0.736835 - 1s Epoch 3991/50000 discriminator loss: 1.355443 - generator loss: 0.740537 - 1s Epoch 3992/50000 discriminator loss: 1.353867 - generator loss: 0.769025 - 1s Epoch 3993/50000 discriminator loss: 1.352644 - generator loss: 0.754080 - 1s Epoch 3994/50000 discriminator loss: 1.361471 - generator loss: 0.731992 - 1s Epoch 3995/50000 discriminator loss: 1.359668 - generator loss: 0.729503 - 1s Epoch 3996/50000 discriminator loss: 1.349602 - generator loss: 0.739331 - 1s Epoch 3997/50000 discriminator loss: 1.348293 - generator loss: 0.749914 - 1s Epoch 3998/50000 discriminator loss: 1.356131 - generator loss: 0.751943 - 1s Epoch 3999/50000 discriminator loss: 1.340680 - generator loss: 0.770964 - 1s Epoch 4000/50000 discriminator loss: 1.350945 - generator loss: 0.746401 - 1s Epoch 4001/50000 discriminator loss: 1.366223 - generator loss: 0.723310 - 1s
Loss:
Epoch 4002/50000 discriminator loss: 1.343700 - generator loss: 0.740285 - 1s Epoch 4003/50000 discriminator loss: 1.338850 - generator loss: 0.748289 - 1s Epoch 4004/50000 discriminator loss: 1.357384 - generator loss: 0.745518 - 1s Epoch 4005/50000 discriminator loss: 1.358958 - generator loss: 0.754775 - 1s Epoch 4006/50000 discriminator loss: 1.340972 - generator loss: 0.766262 - 1s Epoch 4007/50000 discriminator loss: 1.355956 - generator loss: 0.731206 - 1s Epoch 4008/50000 discriminator loss: 1.356063 - generator loss: 0.729720 - 1s Epoch 4009/50000 discriminator loss: 1.346164 - generator loss: 0.752346 - 1s Epoch 4010/50000 discriminator loss: 1.358273 - generator loss: 0.733217 - 1s Epoch 4011/50000 discriminator loss: 1.362408 - generator loss: 0.746505 - 1s Epoch 4012/50000 discriminator loss: 1.345567 - generator loss: 0.765473 - 1s Epoch 4013/50000 discriminator loss: 1.354081 - generator loss: 0.747338 - 1s Epoch 4014/50000 discriminator loss: 1.364467 - generator loss: 0.726654 - 1s Epoch 4015/50000 discriminator loss: 1.352677 - generator loss: 0.736338 - 1s Epoch 4016/50000 discriminator loss: 1.348270 - generator loss: 0.744235 - 1s Epoch 4017/50000 discriminator loss: 1.357920 - generator loss: 0.742877 - 1s Epoch 4018/50000 discriminator loss: 1.355049 - generator loss: 0.752696 - 1s Epoch 4019/50000 discriminator loss: 1.340200 - generator loss: 0.767424 - 1s Epoch 4020/50000 discriminator loss: 1.360811 - generator loss: 0.736136 - 1s Epoch 4021/50000 discriminator loss: 1.361348 - generator loss: 0.729675 - 1s Epoch 4022/50000 discriminator loss: 1.348147 - generator loss: 0.734686 - 1s Epoch 4023/50000 discriminator loss: 1.349203 - generator loss: 0.756358 - 1s Epoch 4024/50000 discriminator loss: 1.360926 - generator loss: 0.745947 - 1s Epoch 4025/50000 discriminator loss: 1.340102 - generator loss: 0.762286 - 1s Epoch 4026/50000 discriminator loss: 1.353639 - generator loss: 0.744226 - 1s Epoch 4027/50000 discriminator loss: 1.366716 - generator loss: 0.730976 - 1s Epoch 4028/50000 discriminator loss: 1.359391 - generator loss: 0.725725 - 1s Epoch 4029/50000 discriminator loss: 1.347686 - generator loss: 0.741700 - 1s Epoch 4030/50000 discriminator loss: 1.361946 - generator loss: 0.748846 - 1s Epoch 4031/50000 discriminator loss: 1.359248 - generator loss: 0.750880 - 1s Epoch 4032/50000 discriminator loss: 1.340072 - generator loss: 0.758237 - 1s Epoch 4033/50000 discriminator loss: 1.356957 - generator loss: 0.741589 - 1s Epoch 4034/50000 discriminator loss: 1.365430 - generator loss: 0.725561 - 1s Epoch 4035/50000 discriminator loss: 1.344584 - generator loss: 0.743131 - 1s Epoch 4036/50000 discriminator loss: 1.359838 - generator loss: 0.742107 - 1s Epoch 4037/50000 discriminator loss: 1.364814 - generator loss: 0.751586 - 1s Epoch 4038/50000 discriminator loss: 1.351485 - generator loss: 0.761309 - 1s Epoch 4039/50000 discriminator loss: 1.354026 - generator loss: 0.748122 - 1s Epoch 4040/50000 discriminator loss: 1.358383 - generator loss: 0.730257 - 1s Epoch 4041/50000 discriminator loss: 1.354595 - generator loss: 0.733313 - 1s Epoch 4042/50000 discriminator loss: 1.346631 - generator loss: 0.742660 - 1s Epoch 4043/50000 discriminator loss: 1.361563 - generator loss: 0.748683 - 1s Epoch 4044/50000 discriminator loss: 1.361416 - generator loss: 0.752122 - 1s Epoch 4045/50000 discriminator loss: 1.349933 - generator loss: 0.757098 - 1s Epoch 4046/50000 discriminator loss: 1.356146 - generator loss: 0.739813 - 1s Epoch 4047/50000 discriminator loss: 1.358387 - generator loss: 0.729724 - 1s Epoch 4048/50000 discriminator loss: 1.353415 - generator loss: 0.734221 - 1s Epoch 4049/50000 discriminator loss: 1.357045 - generator loss: 0.741812 - 1s Epoch 4050/50000 discriminator loss: 1.367175 - generator loss: 0.742489 - 1s Epoch 4051/50000 discriminator loss: 1.347585 - generator loss: 0.762010 - 1s Epoch 4052/50000 discriminator loss: 1.351590 - generator loss: 0.748054 - 1s Epoch 4053/50000 discriminator loss: 1.360506 - generator loss: 0.727191 - 1s Epoch 4054/50000 discriminator loss: 1.347800 - generator loss: 0.732872 - 1s Epoch 4055/50000 discriminator loss: 1.345638 - generator loss: 0.751820 - 1s Epoch 4056/50000 discriminator loss: 1.364832 - generator loss: 0.745393 - 1s Epoch 4057/50000 discriminator loss: 1.353667 - generator loss: 0.754498 - 1s Epoch 4058/50000 discriminator loss: 1.344369 - generator loss: 0.761854 - 1s Epoch 4059/50000 discriminator loss: 1.364426 - generator loss: 0.731684 - 1s Epoch 4060/50000 discriminator loss: 1.357249 - generator loss: 0.727723 - 1s Epoch 4061/50000 discriminator loss: 1.340428 - generator loss: 0.745861 - 1s Epoch 4062/50000 discriminator loss: 1.360583 - generator loss: 0.741535 - 1s Epoch 4063/50000 discriminator loss: 1.360661 - generator loss: 0.748712 - 1s Epoch 4064/50000 discriminator loss: 1.349204 - generator loss: 0.763268 - 1s Epoch 4065/50000 discriminator loss: 1.346329 - generator loss: 0.752679 - 1s Epoch 4066/50000 discriminator loss: 1.369102 - generator loss: 0.721289 - 1s Epoch 4067/50000 discriminator loss: 1.346552 - generator loss: 0.740349 - 1s Epoch 4068/50000 discriminator loss: 1.353917 - generator loss: 0.744698 - 1s Epoch 4069/50000 discriminator loss: 1.360270 - generator loss: 0.743781 - 1s Epoch 4070/50000 discriminator loss: 1.359676 - generator loss: 0.746613 - 1s Epoch 4071/50000 discriminator loss: 1.351264 - generator loss: 0.755865 - 1s Epoch 4072/50000 discriminator loss: 1.357743 - generator loss: 0.744646 - 1s Epoch 4073/50000 discriminator loss: 1.362552 - generator loss: 0.731243 - 1s Epoch 4074/50000 discriminator loss: 1.349769 - generator loss: 0.729501 - 1s Epoch 4075/50000 discriminator loss: 1.353992 - generator loss: 0.752592 - 1s Epoch 4076/50000 discriminator loss: 1.359636 - generator loss: 0.751612 - 1s Epoch 4077/50000 discriminator loss: 1.342581 - generator loss: 0.766106 - 1s Epoch 4078/50000 discriminator loss: 1.351669 - generator loss: 0.747032 - 1s Epoch 4079/50000 discriminator loss: 1.358626 - generator loss: 0.734215 - 1s Epoch 4080/50000 discriminator loss: 1.349260 - generator loss: 0.739201 - 1s Epoch 4081/50000 discriminator loss: 1.347265 - generator loss: 0.746349 - 1s Epoch 4082/50000 discriminator loss: 1.351768 - generator loss: 0.747764 - 1s Epoch 4083/50000 discriminator loss: 1.365700 - generator loss: 0.740212 - 1s Epoch 4084/50000 discriminator loss: 1.345808 - generator loss: 0.758393 - 1s Epoch 4085/50000 discriminator loss: 1.359204 - generator loss: 0.740517 - 1s Epoch 4086/50000 discriminator loss: 1.356687 - generator loss: 0.740249 - 1s Epoch 4087/50000 discriminator loss: 1.351136 - generator loss: 0.736308 - 1s Epoch 4088/50000 discriminator loss: 1.349192 - generator loss: 0.743840 - 1s Epoch 4089/50000 discriminator loss: 1.358304 - generator loss: 0.748494 - 1s Epoch 4090/50000 discriminator loss: 1.360552 - generator loss: 0.754635 - 1s Epoch 4091/50000 discriminator loss: 1.352330 - generator loss: 0.743460 - 1s Epoch 4092/50000 discriminator loss: 1.350106 - generator loss: 0.737935 - 1s Epoch 4093/50000 discriminator loss: 1.348336 - generator loss: 0.739148 - 1s Epoch 4094/50000 discriminator loss: 1.348037 - generator loss: 0.743235 - 1s Epoch 4095/50000 discriminator loss: 1.358639 - generator loss: 0.745205 - 1s Epoch 4096/50000 discriminator loss: 1.348537 - generator loss: 0.760116 - 1s Epoch 4097/50000 discriminator loss: 1.345663 - generator loss: 0.754183 - 1s Epoch 4098/50000 discriminator loss: 1.356770 - generator loss: 0.736872 - 1s Epoch 4099/50000 discriminator loss: 1.359299 - generator loss: 0.730066 - 1s Epoch 4100/50000 discriminator loss: 1.338967 - generator loss: 0.753337 - 1s Epoch 4101/50000 discriminator loss: 1.342463 - generator loss: 0.746728 - 1s Epoch 4102/50000 discriminator loss: 1.357840 - generator loss: 0.749077 - 1s Epoch 4103/50000 discriminator loss: 1.350110 - generator loss: 0.758902 - 1s Epoch 4104/50000 discriminator loss: 1.355569 - generator loss: 0.742832 - 1s Epoch 4105/50000 discriminator loss: 1.365197 - generator loss: 0.723890 - 1s Epoch 4106/50000 discriminator loss: 1.349360 - generator loss: 0.740969 - 1s Epoch 4107/50000 discriminator loss: 1.345560 - generator loss: 0.753161 - 1s Epoch 4108/50000 discriminator loss: 1.365612 - generator loss: 0.742684 - 1s Epoch 4109/50000 discriminator loss: 1.350795 - generator loss: 0.753555 - 1s Epoch 4110/50000 discriminator loss: 1.351921 - generator loss: 0.761527 - 1s Epoch 4111/50000 discriminator loss: 1.355097 - generator loss: 0.737566 - 1s Epoch 4112/50000 discriminator loss: 1.357438 - generator loss: 0.723696 - 1s Epoch 4113/50000 discriminator loss: 1.344154 - generator loss: 0.747356 - 1s Epoch 4114/50000 discriminator loss: 1.345001 - generator loss: 0.762661 - 1s Epoch 4115/50000 discriminator loss: 1.365781 - generator loss: 0.749511 - 1s Epoch 4116/50000 discriminator loss: 1.349774 - generator loss: 0.751599 - 1s Epoch 4117/50000 discriminator loss: 1.352494 - generator loss: 0.745386 - 1s Epoch 4118/50000 discriminator loss: 1.359072 - generator loss: 0.737131 - 1s Epoch 4119/50000 discriminator loss: 1.357980 - generator loss: 0.737383 - 1s Epoch 4120/50000 discriminator loss: 1.356190 - generator loss: 0.742217 - 1s Epoch 4121/50000 discriminator loss: 1.368374 - generator loss: 0.745767 - 1s Epoch 4122/50000 discriminator loss: 1.351881 - generator loss: 0.764060 - 1s Epoch 4123/50000 discriminator loss: 1.339577 - generator loss: 0.773863 - 1s Epoch 4124/50000 discriminator loss: 1.369453 - generator loss: 0.718641 - 1s Epoch 4125/50000 discriminator loss: 1.345978 - generator loss: 0.735174 - 1s Epoch 4126/50000 discriminator loss: 1.349395 - generator loss: 0.750734 - 1s Epoch 4127/50000 discriminator loss: 1.346935 - generator loss: 0.756716 - 1s Epoch 4128/50000 discriminator loss: 1.363843 - generator loss: 0.744038 - 1s Epoch 4129/50000 discriminator loss: 1.335862 - generator loss: 0.783361 - 1s Epoch 4130/50000 discriminator loss: 1.350244 - generator loss: 0.749616 - 1s Epoch 4131/50000 discriminator loss: 1.353241 - generator loss: 0.747287 - 1s Epoch 4132/50000 discriminator loss: 1.357698 - generator loss: 0.725419 - 1s Epoch 4133/50000 discriminator loss: 1.340213 - generator loss: 0.754914 - 1s Epoch 4134/50000 discriminator loss: 1.368934 - generator loss: 0.742906 - 1s Epoch 4135/50000 discriminator loss: 1.353264 - generator loss: 0.776588 - 1s Epoch 4136/50000 discriminator loss: 1.355551 - generator loss: 0.742499 - 1s Epoch 4137/50000 discriminator loss: 1.351202 - generator loss: 0.737706 - 1s Epoch 4138/50000 discriminator loss: 1.369593 - generator loss: 0.723485 - 1s Epoch 4139/50000 discriminator loss: 1.337804 - generator loss: 0.755285 - 1s Epoch 4140/50000 discriminator loss: 1.362324 - generator loss: 0.734671 - 1s Epoch 4141/50000 discriminator loss: 1.356189 - generator loss: 0.754438 - 1s Epoch 4142/50000 discriminator loss: 1.356460 - generator loss: 0.756560 - 1s Epoch 4143/50000 discriminator loss: 1.348314 - generator loss: 0.753675 - 1s Epoch 4144/50000 discriminator loss: 1.358676 - generator loss: 0.739750 - 1s Epoch 4145/50000 discriminator loss: 1.357008 - generator loss: 0.722490 - 1s Epoch 4146/50000 discriminator loss: 1.348596 - generator loss: 0.745484 - 1s Epoch 4147/50000 discriminator loss: 1.358805 - generator loss: 0.753620 - 1s Epoch 4148/50000 discriminator loss: 1.357662 - generator loss: 0.753049 - 1s Epoch 4149/50000 discriminator loss: 1.349443 - generator loss: 0.756611 - 1s Epoch 4150/50000 discriminator loss: 1.357427 - generator loss: 0.735967 - 1s Epoch 4151/50000 discriminator loss: 1.359971 - generator loss: 0.724898 - 1s Epoch 4152/50000 discriminator loss: 1.350224 - generator loss: 0.741170 - 1s Epoch 4153/50000 discriminator loss: 1.352644 - generator loss: 0.747010 - 1s Epoch 4154/50000 discriminator loss: 1.359667 - generator loss: 0.742771 - 1s Epoch 4155/50000 discriminator loss: 1.354737 - generator loss: 0.761253 - 1s Epoch 4156/50000 discriminator loss: 1.350500 - generator loss: 0.751897 - 1s Epoch 4157/50000 discriminator loss: 1.367736 - generator loss: 0.734158 - 1s Epoch 4158/50000 discriminator loss: 1.355847 - generator loss: 0.725300 - 1s Epoch 4159/50000 discriminator loss: 1.349517 - generator loss: 0.744513 - 1s Epoch 4160/50000 discriminator loss: 1.355259 - generator loss: 0.750330 - 1s Epoch 4161/50000 discriminator loss: 1.355043 - generator loss: 0.750349 - 1s Epoch 4162/50000 discriminator loss: 1.349896 - generator loss: 0.754407 - 1s Epoch 4163/50000 discriminator loss: 1.353517 - generator loss: 0.745650 - 1s Epoch 4164/50000 discriminator loss: 1.354952 - generator loss: 0.733005 - 1s Epoch 4165/50000 discriminator loss: 1.347976 - generator loss: 0.737713 - 1s Epoch 4166/50000 discriminator loss: 1.348843 - generator loss: 0.748510 - 1s Epoch 4167/50000 discriminator loss: 1.362268 - generator loss: 0.742734 - 1s Epoch 4168/50000 discriminator loss: 1.354779 - generator loss: 0.754426 - 1s Epoch 4169/50000 discriminator loss: 1.347722 - generator loss: 0.755531 - 1s Epoch 4170/50000 discriminator loss: 1.357613 - generator loss: 0.735540 - 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1s Epoch 4184/50000 discriminator loss: 1.359318 - generator loss: 0.733660 - 1s Epoch 4185/50000 discriminator loss: 1.354092 - generator loss: 0.742820 - 1s Epoch 4186/50000 discriminator loss: 1.356831 - generator loss: 0.738883 - 1s Epoch 4187/50000 discriminator loss: 1.356226 - generator loss: 0.751140 - 1s Epoch 4188/50000 discriminator loss: 1.350805 - generator loss: 0.754230 - 1s Epoch 4189/50000 discriminator loss: 1.351375 - generator loss: 0.743981 - 1s Epoch 4190/50000 discriminator loss: 1.362299 - generator loss: 0.729428 - 1s Epoch 4191/50000 discriminator loss: 1.349276 - generator loss: 0.741039 - 1s Epoch 4192/50000 discriminator loss: 1.343683 - generator loss: 0.749492 - 1s Epoch 4193/50000 discriminator loss: 1.360735 - generator loss: 0.744536 - 1s Epoch 4194/50000 discriminator loss: 1.349078 - generator loss: 0.755309 - 1s Epoch 4195/50000 discriminator loss: 1.351885 - generator loss: 0.746099 - 1s Epoch 4196/50000 discriminator loss: 1.354225 - generator loss: 0.738207 - 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Loss:
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1s Epoch 5015/50000 discriminator loss: 1.353194 - generator loss: 0.737889 - 1s Epoch 5016/50000 discriminator loss: 1.348427 - generator loss: 0.739389 - 1s Epoch 5017/50000 discriminator loss: 1.351552 - generator loss: 0.738206 - 1s Epoch 5018/50000 discriminator loss: 1.351714 - generator loss: 0.749748 - 1s Epoch 5019/50000 discriminator loss: 1.358178 - generator loss: 0.753166 - 1s Epoch 5020/50000 discriminator loss: 1.342575 - generator loss: 0.767942 - 1s Epoch 5021/50000 discriminator loss: 1.357402 - generator loss: 0.742367 - 1s Epoch 5022/50000 discriminator loss: 1.353330 - generator loss: 0.734527 - 1s Epoch 5023/50000 discriminator loss: 1.355207 - generator loss: 0.734420 - 1s Epoch 5024/50000 discriminator loss: 1.350230 - generator loss: 0.747880 - 1s Epoch 5025/50000 discriminator loss: 1.367739 - generator loss: 0.734098 - 1s Epoch 5026/50000 discriminator loss: 1.355918 - generator loss: 0.757147 - 1s Epoch 5027/50000 discriminator loss: 1.350990 - generator loss: 0.756208 - 1s Epoch 5028/50000 discriminator loss: 1.359264 - generator loss: 0.741845 - 1s Epoch 5029/50000 discriminator loss: 1.360564 - generator loss: 0.728704 - 1s Epoch 5030/50000 discriminator loss: 1.355770 - generator loss: 0.733063 - 1s Epoch 5031/50000 discriminator loss: 1.348803 - generator loss: 0.751422 - 1s Epoch 5032/50000 discriminator loss: 1.366173 - generator loss: 0.740297 - 1s Epoch 5033/50000 discriminator loss: 1.360912 - generator loss: 0.755664 - 1s Epoch 5034/50000 discriminator loss: 1.344999 - generator loss: 0.754503 - 1s Epoch 5035/50000 discriminator loss: 1.364872 - generator loss: 0.728591 - 1s Epoch 5036/50000 discriminator loss: 1.359321 - generator loss: 0.730062 - 1s Epoch 5037/50000 discriminator loss: 1.346109 - generator loss: 0.740882 - 1s Epoch 5038/50000 discriminator loss: 1.355167 - generator loss: 0.747192 - 1s Epoch 5039/50000 discriminator loss: 1.356245 - generator loss: 0.746413 - 1s Epoch 5040/50000 discriminator loss: 1.349296 - generator loss: 0.762343 - 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Loss:
Epoch 6002/50000 discriminator loss: 1.360465 - generator loss: 0.725108 - 1s Epoch 6003/50000 discriminator loss: 1.352904 - generator loss: 0.735975 - 1s Epoch 6004/50000 discriminator loss: 1.368413 - generator loss: 0.740001 - 1s Epoch 6005/50000 discriminator loss: 1.363670 - generator loss: 0.749747 - 1s Epoch 6006/50000 discriminator loss: 1.357063 - generator loss: 0.751024 - 1s Epoch 6007/50000 discriminator loss: 1.349472 - generator loss: 0.753081 - 1s Epoch 6008/50000 discriminator loss: 1.358652 - generator loss: 0.735952 - 1s Epoch 6009/50000 discriminator loss: 1.358443 - generator loss: 0.721008 - 1s Epoch 6010/50000 discriminator loss: 1.346827 - generator loss: 0.747748 - 1s Epoch 6011/50000 discriminator loss: 1.359885 - generator loss: 0.741973 - 1s Epoch 6012/50000 discriminator loss: 1.366695 - generator loss: 0.749336 - 1s Epoch 6013/50000 discriminator loss: 1.347516 - generator loss: 0.757366 - 1s Epoch 6014/50000 discriminator loss: 1.341850 - generator loss: 0.756065 - 1s Epoch 6015/50000 discriminator loss: 1.371135 - generator loss: 0.722435 - 1s Epoch 6016/50000 discriminator loss: 1.354902 - generator loss: 0.733810 - 1s Epoch 6017/50000 discriminator loss: 1.347082 - generator loss: 0.741512 - 1s Epoch 6018/50000 discriminator loss: 1.361761 - generator loss: 0.742676 - 1s Epoch 6019/50000 discriminator loss: 1.360508 - generator loss: 0.747606 - 1s Epoch 6020/50000 discriminator loss: 1.345502 - generator loss: 0.763403 - 1s Epoch 6021/50000 discriminator loss: 1.344702 - generator loss: 0.756716 - 1s Epoch 6022/50000 discriminator loss: 1.359917 - generator loss: 0.724781 - 1s Epoch 6023/50000 discriminator loss: 1.353923 - generator loss: 0.731308 - 1s Epoch 6024/50000 discriminator loss: 1.340868 - generator loss: 0.742620 - 1s Epoch 6025/50000 discriminator loss: 1.367005 - generator loss: 0.739396 - 1s Epoch 6026/50000 discriminator loss: 1.363977 - generator loss: 0.747389 - 1s Epoch 6027/50000 discriminator loss: 1.347618 - generator loss: 0.759920 - 1s Epoch 6028/50000 discriminator loss: 1.349346 - generator loss: 0.743024 - 1s Epoch 6029/50000 discriminator loss: 1.368150 - generator loss: 0.726301 - 1s Epoch 6030/50000 discriminator loss: 1.361199 - generator loss: 0.726490 - 1s Epoch 6031/50000 discriminator loss: 1.349419 - generator loss: 0.745452 - 1s Epoch 6032/50000 discriminator loss: 1.355838 - generator loss: 0.744204 - 1s Epoch 6033/50000 discriminator loss: 1.362078 - generator loss: 0.747941 - 1s Epoch 6034/50000 discriminator loss: 1.347998 - generator loss: 0.756989 - 1s Epoch 6035/50000 discriminator loss: 1.349261 - generator loss: 0.751343 - 1s Epoch 6036/50000 discriminator loss: 1.361960 - generator loss: 0.733501 - 1s Epoch 6037/50000 discriminator loss: 1.355303 - generator loss: 0.728429 - 1s Epoch 6038/50000 discriminator loss: 1.340864 - generator loss: 0.747064 - 1s Epoch 6039/50000 discriminator loss: 1.352085 - generator loss: 0.746273 - 1s Epoch 6040/50000 discriminator loss: 1.372764 - generator loss: 0.741301 - 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1s Epoch 6054/50000 discriminator loss: 1.360379 - generator loss: 0.749137 - 1s Epoch 6055/50000 discriminator loss: 1.359053 - generator loss: 0.751214 - 1s Epoch 6056/50000 discriminator loss: 1.349703 - generator loss: 0.751090 - 1s Epoch 6057/50000 discriminator loss: 1.368621 - generator loss: 0.728197 - 1s Epoch 6058/50000 discriminator loss: 1.363252 - generator loss: 0.728408 - 1s Epoch 6059/50000 discriminator loss: 1.339433 - generator loss: 0.752169 - 1s Epoch 6060/50000 discriminator loss: 1.360871 - generator loss: 0.731593 - 1s Epoch 6061/50000 discriminator loss: 1.356878 - generator loss: 0.749541 - 1s Epoch 6062/50000 discriminator loss: 1.348294 - generator loss: 0.766868 - 1s Epoch 6063/50000 discriminator loss: 1.347616 - generator loss: 0.750516 - 1s Epoch 6064/50000 discriminator loss: 1.364884 - generator loss: 0.727067 - 1s Epoch 6065/50000 discriminator loss: 1.353467 - generator loss: 0.731106 - 1s Epoch 6066/50000 discriminator loss: 1.343582 - generator loss: 0.746660 - 1s Epoch 6067/50000 discriminator loss: 1.345687 - generator loss: 0.754903 - 1s Epoch 6068/50000 discriminator loss: 1.363925 - generator loss: 0.742899 - 1s Epoch 6069/50000 discriminator loss: 1.349660 - generator loss: 0.757748 - 1s Epoch 6070/50000 discriminator loss: 1.343141 - generator loss: 0.753631 - 1s Epoch 6071/50000 discriminator loss: 1.364663 - generator loss: 0.736257 - 1s Epoch 6072/50000 discriminator loss: 1.349068 - generator loss: 0.731033 - 1s Epoch 6073/50000 discriminator loss: 1.349272 - generator loss: 0.735452 - 1s Epoch 6074/50000 discriminator loss: 1.354130 - generator loss: 0.746807 - 1s Epoch 6075/50000 discriminator loss: 1.368118 - generator loss: 0.744880 - 1s Epoch 6076/50000 discriminator loss: 1.344488 - generator loss: 0.760352 - 1s Epoch 6077/50000 discriminator loss: 1.347172 - generator loss: 0.752502 - 1s Epoch 6078/50000 discriminator loss: 1.357930 - generator loss: 0.728757 - 1s Epoch 6079/50000 discriminator loss: 1.357058 - generator loss: 0.732960 - 1s Epoch 6080/50000 discriminator loss: 1.342941 - generator loss: 0.747888 - 1s Epoch 6081/50000 discriminator loss: 1.354864 - generator loss: 0.744534 - 1s Epoch 6082/50000 discriminator loss: 1.362690 - generator loss: 0.740799 - 1s Epoch 6083/50000 discriminator loss: 1.340798 - generator loss: 0.763059 - 1s Epoch 6084/50000 discriminator loss: 1.350062 - generator loss: 0.756530 - 1s Epoch 6085/50000 discriminator loss: 1.365854 - generator loss: 0.731407 - 1s Epoch 6086/50000 discriminator loss: 1.359288 - generator loss: 0.727104 - 1s Epoch 6087/50000 discriminator loss: 1.339416 - generator loss: 0.744998 - 1s Epoch 6088/50000 discriminator loss: 1.361560 - generator loss: 0.741193 - 1s Epoch 6089/50000 discriminator loss: 1.359044 - generator loss: 0.751735 - 1s Epoch 6090/50000 discriminator loss: 1.352700 - generator loss: 0.754356 - 1s Epoch 6091/50000 discriminator loss: 1.347482 - generator loss: 0.753096 - 1s Epoch 6092/50000 discriminator loss: 1.370746 - generator loss: 0.724968 - 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1s Epoch 6938/50000 discriminator loss: 1.345037 - generator loss: 0.745854 - 1s Epoch 6939/50000 discriminator loss: 1.355041 - generator loss: 0.747822 - 1s Epoch 6940/50000 discriminator loss: 1.371123 - generator loss: 0.740140 - 1s Epoch 6941/50000 discriminator loss: 1.352769 - generator loss: 0.765513 - 1s Epoch 6942/50000 discriminator loss: 1.348604 - generator loss: 0.745319 - 1s Epoch 6943/50000 discriminator loss: 1.368550 - generator loss: 0.725593 - 1s Epoch 6944/50000 discriminator loss: 1.350356 - generator loss: 0.732044 - 1s Epoch 6945/50000 discriminator loss: 1.343406 - generator loss: 0.747806 - 1s Epoch 6946/50000 discriminator loss: 1.357664 - generator loss: 0.741592 - 1s Epoch 6947/50000 discriminator loss: 1.367787 - generator loss: 0.748983 - 1s Epoch 6948/50000 discriminator loss: 1.341809 - generator loss: 0.764998 - 1s Epoch 6949/50000 discriminator loss: 1.347970 - generator loss: 0.748411 - 1s Epoch 6950/50000 discriminator loss: 1.367112 - generator loss: 0.729573 - 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Loss:
Epoch 7002/50000 discriminator loss: 1.352615 - generator loss: 0.734921 - 1s Epoch 7003/50000 discriminator loss: 1.347525 - generator loss: 0.750553 - 1s Epoch 7004/50000 discriminator loss: 1.363540 - generator loss: 0.732764 - 1s Epoch 7005/50000 discriminator loss: 1.346734 - generator loss: 0.762013 - 1s Epoch 7006/50000 discriminator loss: 1.344281 - generator loss: 0.761179 - 1s Epoch 7007/50000 discriminator loss: 1.358663 - generator loss: 0.739150 - 1s Epoch 7008/50000 discriminator loss: 1.369527 - generator loss: 0.720240 - 1s Epoch 7009/50000 discriminator loss: 1.364713 - generator loss: 0.729401 - 1s Epoch 7010/50000 discriminator loss: 1.345127 - generator loss: 0.744491 - 1s Epoch 7011/50000 discriminator loss: 1.357923 - generator loss: 0.745409 - 1s Epoch 7012/50000 discriminator loss: 1.355028 - generator loss: 0.753202 - 1s Epoch 7013/50000 discriminator loss: 1.347868 - generator loss: 0.758469 - 1s Epoch 7014/50000 discriminator loss: 1.346839 - generator loss: 0.751214 - 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1s Epoch 7028/50000 discriminator loss: 1.351444 - generator loss: 0.752007 - 1s Epoch 7029/50000 discriminator loss: 1.358582 - generator loss: 0.735116 - 1s Epoch 7030/50000 discriminator loss: 1.349769 - generator loss: 0.734645 - 1s Epoch 7031/50000 discriminator loss: 1.353545 - generator loss: 0.740323 - 1s Epoch 7032/50000 discriminator loss: 1.348560 - generator loss: 0.743562 - 1s Epoch 7033/50000 discriminator loss: 1.356927 - generator loss: 0.748669 - 1s Epoch 7034/50000 discriminator loss: 1.356593 - generator loss: 0.747056 - 1s Epoch 7035/50000 discriminator loss: 1.351265 - generator loss: 0.756338 - 1s Epoch 7036/50000 discriminator loss: 1.363185 - generator loss: 0.733224 - 1s Epoch 7037/50000 discriminator loss: 1.352372 - generator loss: 0.739102 - 1s Epoch 7038/50000 discriminator loss: 1.350415 - generator loss: 0.734575 - 1s Epoch 7039/50000 discriminator loss: 1.346469 - generator loss: 0.750213 - 1s Epoch 7040/50000 discriminator loss: 1.364157 - generator loss: 0.737421 - 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1s Epoch 7067/50000 discriminator loss: 1.343090 - generator loss: 0.741456 - 1s Epoch 7068/50000 discriminator loss: 1.355021 - generator loss: 0.744390 - 1s Epoch 7069/50000 discriminator loss: 1.353424 - generator loss: 0.752803 - 1s Epoch 7070/50000 discriminator loss: 1.358137 - generator loss: 0.749921 - 1s Epoch 7071/50000 discriminator loss: 1.349549 - generator loss: 0.750542 - 1s Epoch 7072/50000 discriminator loss: 1.361702 - generator loss: 0.728584 - 1s Epoch 7073/50000 discriminator loss: 1.361067 - generator loss: 0.727638 - 1s Epoch 7074/50000 discriminator loss: 1.346736 - generator loss: 0.743377 - 1s Epoch 7075/50000 discriminator loss: 1.358596 - generator loss: 0.739064 - 1s Epoch 7076/50000 discriminator loss: 1.365931 - generator loss: 0.749337 - 1s Epoch 7077/50000 discriminator loss: 1.356766 - generator loss: 0.750569 - 1s Epoch 7078/50000 discriminator loss: 1.343655 - generator loss: 0.753922 - 1s Epoch 7079/50000 discriminator loss: 1.363162 - generator loss: 0.728246 - 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1s Epoch 7106/50000 discriminator loss: 1.348398 - generator loss: 0.758082 - 1s Epoch 7107/50000 discriminator loss: 1.357366 - generator loss: 0.742719 - 1s Epoch 7108/50000 discriminator loss: 1.356631 - generator loss: 0.726825 - 1s Epoch 7109/50000 discriminator loss: 1.349068 - generator loss: 0.742979 - 1s Epoch 7110/50000 discriminator loss: 1.353014 - generator loss: 0.744152 - 1s Epoch 7111/50000 discriminator loss: 1.356563 - generator loss: 0.745742 - 1s Epoch 7112/50000 discriminator loss: 1.358109 - generator loss: 0.744716 - 1s Epoch 7113/50000 discriminator loss: 1.348225 - generator loss: 0.761289 - 1s Epoch 7114/50000 discriminator loss: 1.359179 - generator loss: 0.738774 - 1s Epoch 7115/50000 discriminator loss: 1.362761 - generator loss: 0.729156 - 1s Epoch 7116/50000 discriminator loss: 1.350883 - generator loss: 0.735844 - 1s Epoch 7117/50000 discriminator loss: 1.351536 - generator loss: 0.744823 - 1s Epoch 7118/50000 discriminator loss: 1.358902 - generator loss: 0.746886 - 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Loss:
Epoch 8002/50000 discriminator loss: 1.361305 - generator loss: 0.729865 - 1s Epoch 8003/50000 discriminator loss: 1.354217 - generator loss: 0.731881 - 1s Epoch 8004/50000 discriminator loss: 1.349954 - generator loss: 0.745784 - 1s Epoch 8005/50000 discriminator loss: 1.356423 - generator loss: 0.746770 - 1s Epoch 8006/50000 discriminator loss: 1.360252 - generator loss: 0.740358 - 1s Epoch 8007/50000 discriminator loss: 1.353544 - generator loss: 0.753870 - 1s Epoch 8008/50000 discriminator loss: 1.341336 - generator loss: 0.754569 - 1s Epoch 8009/50000 discriminator loss: 1.364568 - generator loss: 0.736408 - 1s Epoch 8010/50000 discriminator loss: 1.354573 - generator loss: 0.731453 - 1s Epoch 8011/50000 discriminator loss: 1.348807 - generator loss: 0.736408 - 1s Epoch 8012/50000 discriminator loss: 1.354019 - generator loss: 0.749041 - 1s Epoch 8013/50000 discriminator loss: 1.349886 - generator loss: 0.754723 - 1s Epoch 8014/50000 discriminator loss: 1.350578 - generator loss: 0.746871 - 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Loss:
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Loss:
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generator loss: 0.749156 - 1s Epoch 10028/50000 discriminator loss: 1.352216 - generator loss: 0.736224 - 1s Epoch 10029/50000 discriminator loss: 1.358629 - generator loss: 0.735352 - 1s Epoch 10030/50000 discriminator loss: 1.349590 - generator loss: 0.740633 - 1s Epoch 10031/50000 discriminator loss: 1.354950 - generator loss: 0.736407 - 1s Epoch 10032/50000 discriminator loss: 1.360071 - generator loss: 0.747649 - 1s Epoch 10033/50000 discriminator loss: 1.360670 - generator loss: 0.747492 - 1s Epoch 10034/50000 discriminator loss: 1.354464 - generator loss: 0.749897 - 1s Epoch 10035/50000 discriminator loss: 1.347352 - generator loss: 0.751860 - 1s Epoch 10036/50000 discriminator loss: 1.355506 - generator loss: 0.741890 - 1s Epoch 10037/50000 discriminator loss: 1.363352 - generator loss: 0.723247 - 1s Epoch 10038/50000 discriminator loss: 1.355306 - generator loss: 0.741558 - 1s Epoch 10039/50000 discriminator loss: 1.340326 - generator loss: 0.752632 - 1s Epoch 10040/50000 discriminator loss: 1.361245 - generator loss: 0.743932 - 1s Epoch 10041/50000 discriminator loss: 1.353693 - generator loss: 0.749564 - 1s Epoch 10042/50000 discriminator loss: 1.345839 - generator loss: 0.754829 - 1s Epoch 10043/50000 discriminator loss: 1.356452 - generator loss: 0.739629 - 1s Epoch 10044/50000 discriminator loss: 1.356680 - generator loss: 0.735117 - 1s Epoch 10045/50000 discriminator loss: 1.363413 - generator loss: 0.729722 - 1s Epoch 10046/50000 discriminator loss: 1.351949 - generator loss: 0.741175 - 1s Epoch 10047/50000 discriminator loss: 1.359314 - generator loss: 0.743034 - 1s Epoch 10048/50000 discriminator loss: 1.358400 - generator loss: 0.741364 - 1s Epoch 10049/50000 discriminator loss: 1.347006 - generator loss: 0.762673 - 1s Epoch 10050/50000 discriminator loss: 1.356259 - generator loss: 0.750526 - 1s Epoch 10051/50000 discriminator loss: 1.358620 - generator loss: 0.740266 - 1s Epoch 10052/50000 discriminator loss: 1.360461 - generator loss: 0.732273 - 1s Epoch 10053/50000 discriminator loss: 1.352799 - generator loss: 0.729064 - 1s Epoch 10054/50000 discriminator loss: 1.343661 - generator loss: 0.746769 - 1s Epoch 10055/50000 discriminator loss: 1.359353 - generator loss: 0.751212 - 1s Epoch 10056/50000 discriminator loss: 1.357062 - generator loss: 0.744562 - 1s Epoch 10057/50000 discriminator loss: 1.349289 - generator loss: 0.762903 - 1s Epoch 10058/50000 discriminator loss: 1.354901 - generator loss: 0.744824 - 1s Epoch 10059/50000 discriminator loss: 1.359195 - generator loss: 0.742186 - 1s Epoch 10060/50000 discriminator loss: 1.355656 - generator loss: 0.730689 - 1s Epoch 10061/50000 discriminator loss: 1.349043 - generator loss: 0.736316 - 1s Epoch 10062/50000 discriminator loss: 1.356014 - generator loss: 0.750517 - 1s Epoch 10063/50000 discriminator loss: 1.356408 - generator loss: 0.740645 - 1s Epoch 10064/50000 discriminator loss: 1.352854 - generator loss: 0.756134 - 1s Epoch 10065/50000 discriminator loss: 1.342921 - generator loss: 0.760427 - 1s Epoch 10066/50000 discriminator loss: 1.352193 - generator loss: 0.745750 - 1s Epoch 10067/50000 discriminator loss: 1.363588 - generator loss: 0.727326 - 1s Epoch 10068/50000 discriminator loss: 1.348313 - generator loss: 0.737894 - 1s Epoch 10069/50000 discriminator loss: 1.345668 - generator loss: 0.746876 - 1s Epoch 10070/50000 discriminator loss: 1.348658 - generator loss: 0.744287 - 1s Epoch 10071/50000 discriminator loss: 1.359714 - generator loss: 0.751996 - 1s Epoch 10072/50000 discriminator loss: 1.362942 - generator loss: 0.746075 - 1s Epoch 10073/50000 discriminator loss: 1.343636 - generator loss: 0.758752 - 1s Epoch 10074/50000 discriminator loss: 1.356482 - generator loss: 0.750150 - 1s Epoch 10075/50000 discriminator loss: 1.359421 - generator loss: 0.731137 - 1s Epoch 10076/50000 discriminator loss: 1.353101 - generator loss: 0.725687 - 1s Epoch 10077/50000 discriminator loss: 1.346419 - generator loss: 0.752372 - 1s Epoch 10078/50000 discriminator loss: 1.347112 - generator loss: 0.750106 - 1s Epoch 10079/50000 discriminator loss: 1.364490 - generator loss: 0.751160 - 1s Epoch 10080/50000 discriminator loss: 1.359414 - generator loss: 0.753050 - 1s Epoch 10081/50000 discriminator loss: 1.346327 - generator loss: 0.752001 - 1s Epoch 10082/50000 discriminator loss: 1.353039 - generator loss: 0.736871 - 1s Epoch 10083/50000 discriminator loss: 1.357399 - generator loss: 0.733681 - 1s Epoch 10084/50000 discriminator loss: 1.354594 - generator loss: 0.738004 - 1s Epoch 10085/50000 discriminator loss: 1.348521 - generator loss: 0.747483 - 1s Epoch 10086/50000 discriminator loss: 1.355238 - generator loss: 0.745689 - 1s Epoch 10087/50000 discriminator loss: 1.361404 - generator loss: 0.739932 - 1s Epoch 10088/50000 discriminator loss: 1.352473 - generator loss: 0.759590 - 1s Epoch 10089/50000 discriminator loss: 1.347017 - generator loss: 0.756010 - 1s Epoch 10090/50000 discriminator loss: 1.355966 - generator loss: 0.738611 - 1s Epoch 10091/50000 discriminator loss: 1.362045 - generator loss: 0.720260 - 1s Epoch 10092/50000 discriminator loss: 1.348104 - generator loss: 0.743077 - 1s Epoch 10093/50000 discriminator loss: 1.350784 - generator loss: 0.745907 - 1s Epoch 10094/50000 discriminator loss: 1.349816 - generator loss: 0.751965 - 1s Epoch 10095/50000 discriminator loss: 1.356137 - generator loss: 0.742983 - 1s Epoch 10096/50000 discriminator loss: 1.350686 - generator loss: 0.758265 - 1s Epoch 10097/50000 discriminator loss: 1.347709 - generator loss: 0.753115 - 1s Epoch 10098/50000 discriminator loss: 1.363866 - generator loss: 0.735791 - 1s Epoch 10099/50000 discriminator loss: 1.366245 - generator loss: 0.727508 - 1s Epoch 10100/50000 discriminator loss: 1.348139 - generator loss: 0.739384 - 1s Epoch 10101/50000 discriminator loss: 1.356806 - generator loss: 0.739978 - 1s Epoch 10102/50000 discriminator loss: 1.357447 - generator loss: 0.744471 - 1s Epoch 10103/50000 discriminator loss: 1.356795 - generator loss: 0.744551 - 1s Epoch 10104/50000 discriminator loss: 1.345057 - generator loss: 0.759798 - 1s Epoch 10105/50000 discriminator loss: 1.344916 - generator loss: 0.759371 - 1s Epoch 10106/50000 discriminator loss: 1.351649 - generator loss: 0.731772 - 1s Epoch 10107/50000 discriminator loss: 1.358462 - generator loss: 0.737085 - 1s Epoch 10108/50000 discriminator loss: 1.345905 - generator loss: 0.747270 - 1s Epoch 10109/50000 discriminator loss: 1.360874 - generator loss: 0.736090 - 1s Epoch 10110/50000 discriminator loss: 1.365202 - generator loss: 0.735842 - 1s Epoch 10111/50000 discriminator loss: 1.358161 - generator loss: 0.749503 - 1s Epoch 10112/50000 discriminator loss: 1.358049 - generator loss: 0.752869 - 1s Epoch 10113/50000 discriminator loss: 1.350367 - generator loss: 0.748431 - 1s Epoch 10114/50000 discriminator loss: 1.365397 - generator loss: 0.727453 - 1s Epoch 10115/50000 discriminator loss: 1.363871 - generator loss: 0.726911 - 1s Epoch 10116/50000 discriminator loss: 1.351498 - generator loss: 0.740414 - 1s Epoch 10117/50000 discriminator loss: 1.356453 - generator loss: 0.747232 - 1s Epoch 10118/50000 discriminator loss: 1.363750 - generator loss: 0.744834 - 1s Epoch 10119/50000 discriminator loss: 1.355411 - generator loss: 0.749858 - 1s Epoch 10120/50000 discriminator loss: 1.342995 - generator loss: 0.754650 - 1s Epoch 10121/50000 discriminator loss: 1.350367 - generator loss: 0.744432 - 1s Epoch 10122/50000 discriminator loss: 1.359075 - generator loss: 0.725484 - 1s Epoch 10123/50000 discriminator loss: 1.349452 - generator loss: 0.742723 - 1s Epoch 10124/50000 discriminator loss: 1.351996 - generator loss: 0.741297 - 1s Epoch 10125/50000 discriminator loss: 1.357437 - generator loss: 0.743306 - 1s Epoch 10126/50000 discriminator loss: 1.358546 - generator loss: 0.746976 - 1s Epoch 10127/50000 discriminator loss: 1.348667 - generator loss: 0.758499 - 1s Epoch 10128/50000 discriminator loss: 1.353017 - generator loss: 0.754849 - 1s Epoch 10129/50000 discriminator loss: 1.351973 - generator loss: 0.736198 - 1s Epoch 10130/50000 discriminator loss: 1.356472 - generator loss: 0.729800 - 1s Epoch 10131/50000 discriminator loss: 1.362597 - 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Loss:
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generator loss: 0.745050 - 1s Epoch 11899/50000 discriminator loss: 1.344575 - generator loss: 0.752452 - 1s Epoch 11900/50000 discriminator loss: 1.357472 - generator loss: 0.746862 - 1s Epoch 11901/50000 discriminator loss: 1.347445 - generator loss: 0.753759 - 1s Epoch 11902/50000 discriminator loss: 1.351102 - generator loss: 0.748204 - 1s Epoch 11903/50000 discriminator loss: 1.351211 - generator loss: 0.739891 - 1s Epoch 11904/50000 discriminator loss: 1.358481 - generator loss: 0.733017 - 1s Epoch 11905/50000 discriminator loss: 1.356438 - generator loss: 0.739948 - 1s Epoch 11906/50000 discriminator loss: 1.349220 - generator loss: 0.741849 - 1s Epoch 11907/50000 discriminator loss: 1.352034 - generator loss: 0.754141 - 1s Epoch 11908/50000 discriminator loss: 1.356431 - generator loss: 0.750584 - 1s Epoch 11909/50000 discriminator loss: 1.342509 - generator loss: 0.750005 - 1s Epoch 11910/50000 discriminator loss: 1.351715 - generator loss: 0.741467 - 1s Epoch 11911/50000 discriminator loss: 1.350385 - 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Loss:
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1s Epoch 12015/50000 discriminator loss: 1.360483 - generator loss: 0.738064 - 1s Epoch 12016/50000 discriminator loss: 1.352875 - generator loss: 0.746193 - 1s Epoch 12017/50000 discriminator loss: 1.351857 - generator loss: 0.741690 - 1s Epoch 12018/50000 discriminator loss: 1.358604 - generator loss: 0.745901 - 1s Epoch 12019/50000 discriminator loss: 1.351310 - generator loss: 0.749744 - 1s Epoch 12020/50000 discriminator loss: 1.353958 - generator loss: 0.745504 - 1s Epoch 12021/50000 discriminator loss: 1.358055 - generator loss: 0.740262 - 1s Epoch 12022/50000 discriminator loss: 1.363392 - generator loss: 0.729516 - 1s Epoch 12023/50000 discriminator loss: 1.355138 - generator loss: 0.741883 - 1s Epoch 12024/50000 discriminator loss: 1.354860 - generator loss: 0.744694 - 1s Epoch 12025/50000 discriminator loss: 1.356907 - generator loss: 0.737407 - 1s Epoch 12026/50000 discriminator loss: 1.358692 - generator loss: 0.743906 - 1s Epoch 12027/50000 discriminator loss: 1.350659 - generator loss: 0.753795 - 1s Epoch 12028/50000 discriminator loss: 1.360204 - generator loss: 0.747351 - 1s Epoch 12029/50000 discriminator loss: 1.351186 - generator loss: 0.744611 - 1s Epoch 12030/50000 discriminator loss: 1.352409 - generator loss: 0.737376 - 1s Epoch 12031/50000 discriminator loss: 1.349326 - generator loss: 0.739424 - 1s Epoch 12032/50000 discriminator loss: 1.351638 - generator loss: 0.744448 - 1s Epoch 12033/50000 discriminator loss: 1.358763 - generator loss: 0.738105 - 1s Epoch 12034/50000 discriminator loss: 1.364217 - generator loss: 0.744460 - 1s Epoch 12035/50000 discriminator loss: 1.350984 - generator loss: 0.753638 - 1s Epoch 12036/50000 discriminator loss: 1.350608 - generator loss: 0.754805 - 1s Epoch 12037/50000 discriminator loss: 1.353341 - generator loss: 0.737365 - 1s Epoch 12038/50000 discriminator loss: 1.363202 - generator loss: 0.734325 - 1s Epoch 12039/50000 discriminator loss: 1.349848 - generator loss: 0.739112 - 1s Epoch 12040/50000 discriminator loss: 1.353753 - generator loss: 0.738406 - 1s Epoch 12041/50000 discriminator loss: 1.363484 - generator loss: 0.737259 - 1s Epoch 12042/50000 discriminator loss: 1.359096 - generator loss: 0.752515 - 1s Epoch 12043/50000 discriminator loss: 1.350183 - generator loss: 0.759789 - 1s Epoch 12044/50000 discriminator loss: 1.352190 - generator loss: 0.746913 - 1s Epoch 12045/50000 discriminator loss: 1.356180 - generator loss: 0.735771 - 1s Epoch 12046/50000 discriminator loss: 1.355684 - generator loss: 0.735305 - 1s Epoch 12047/50000 discriminator loss: 1.348929 - generator loss: 0.748858 - 1s Epoch 12048/50000 discriminator loss: 1.346935 - generator loss: 0.741471 - 1s Epoch 12049/50000 discriminator loss: 1.358458 - generator loss: 0.740268 - 1s Epoch 12050/50000 discriminator loss: 1.361015 - generator loss: 0.747067 - 1s Epoch 12051/50000 discriminator loss: 1.352730 - generator loss: 0.754604 - 1s Epoch 12052/50000 discriminator loss: 1.357516 - generator loss: 0.738680 - 1s Epoch 12053/50000 discriminator loss: 1.364851 - generator loss: 0.736504 - 1s Epoch 12054/50000 discriminator loss: 1.363791 - generator loss: 0.734843 - 1s Epoch 12055/50000 discriminator loss: 1.350326 - generator loss: 0.738630 - 1s Epoch 12056/50000 discriminator loss: 1.353820 - generator loss: 0.743520 - 1s Epoch 12057/50000 discriminator loss: 1.364069 - generator loss: 0.734822 - 1s Epoch 12058/50000 discriminator loss: 1.350137 - generator loss: 0.752169 - 1s Epoch 12059/50000 discriminator loss: 1.350924 - generator loss: 0.756437 - 1s Epoch 12060/50000 discriminator loss: 1.356351 - generator loss: 0.744535 - 1s Epoch 12061/50000 discriminator loss: 1.365613 - generator loss: 0.728042 - 1s Epoch 12062/50000 discriminator loss: 1.360303 - generator loss: 0.728711 - 1s Epoch 12063/50000 discriminator loss: 1.348534 - generator loss: 0.741916 - 1s Epoch 12064/50000 discriminator loss: 1.347079 - generator loss: 0.746044 - 1s Epoch 12065/50000 discriminator loss: 1.356771 - generator loss: 0.749257 - 1s Epoch 12066/50000 discriminator loss: 1.355921 - generator loss: 0.750623 - 1s Epoch 12067/50000 discriminator loss: 1.341532 - generator loss: 0.760691 - 1s Epoch 12068/50000 discriminator loss: 1.353016 - generator loss: 0.747581 - 1s Epoch 12069/50000 discriminator loss: 1.349951 - generator loss: 0.735200 - 1s Epoch 12070/50000 discriminator loss: 1.346135 - generator loss: 0.739994 - 1s Epoch 12071/50000 discriminator loss: 1.346732 - generator loss: 0.743983 - 1s Epoch 12072/50000 discriminator loss: 1.348442 - generator loss: 0.746762 - 1s Epoch 12073/50000 discriminator loss: 1.362774 - generator loss: 0.739806 - 1s Epoch 12074/50000 discriminator loss: 1.355148 - generator loss: 0.756431 - 1s Epoch 12075/50000 discriminator loss: 1.347538 - generator loss: 0.751201 - 1s Epoch 12076/50000 discriminator loss: 1.349970 - generator loss: 0.743774 - 1s Epoch 12077/50000 discriminator loss: 1.365196 - generator loss: 0.730806 - 1s Epoch 12078/50000 discriminator loss: 1.363223 - generator loss: 0.727940 - 1s Epoch 12079/50000 discriminator loss: 1.343044 - 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Loss:
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generator loss: 0.744121 - 1s Epoch 13028/50000 discriminator loss: 1.355899 - generator loss: 0.750597 - 1s Epoch 13029/50000 discriminator loss: 1.359604 - generator loss: 0.745055 - 1s Epoch 13030/50000 discriminator loss: 1.356778 - generator loss: 0.744527 - 1s Epoch 13031/50000 discriminator loss: 1.355651 - generator loss: 0.734523 - 1s Epoch 13032/50000 discriminator loss: 1.350863 - generator loss: 0.735882 - 1s Epoch 13033/50000 discriminator loss: 1.355432 - generator loss: 0.741033 - 1s Epoch 13034/50000 discriminator loss: 1.352081 - generator loss: 0.747572 - 1s Epoch 13035/50000 discriminator loss: 1.356560 - generator loss: 0.750047 - 1s Epoch 13036/50000 discriminator loss: 1.349774 - generator loss: 0.752281 - 1s Epoch 13037/50000 discriminator loss: 1.353538 - generator loss: 0.744688 - 1s Epoch 13038/50000 discriminator loss: 1.357458 - generator loss: 0.734368 - 1s Epoch 13039/50000 discriminator loss: 1.358023 - generator loss: 0.736051 - 1s Epoch 13040/50000 discriminator loss: 1.349538 - generator loss: 0.741719 - 1s Epoch 13041/50000 discriminator loss: 1.345961 - generator loss: 0.753051 - 1s Epoch 13042/50000 discriminator loss: 1.357897 - generator loss: 0.750186 - 1s Epoch 13043/50000 discriminator loss: 1.361980 - generator loss: 0.736084 - 1s Epoch 13044/50000 discriminator loss: 1.352314 - generator loss: 0.755232 - 1s Epoch 13045/50000 discriminator loss: 1.358685 - generator loss: 0.745013 - 1s Epoch 13046/50000 discriminator loss: 1.353388 - generator loss: 0.739716 - 1s Epoch 13047/50000 discriminator loss: 1.367725 - generator loss: 0.733808 - 1s Epoch 13048/50000 discriminator loss: 1.347333 - generator loss: 0.734602 - 1s Epoch 13049/50000 discriminator loss: 1.358190 - generator loss: 0.737945 - 1s Epoch 13050/50000 discriminator loss: 1.356120 - generator loss: 0.745008 - 1s Epoch 13051/50000 discriminator loss: 1.358260 - generator loss: 0.748366 - 1s Epoch 13052/50000 discriminator loss: 1.348309 - generator loss: 0.762248 - 1s Epoch 13053/50000 discriminator loss: 1.346154 - generator loss: 0.751150 - 1s Epoch 13054/50000 discriminator loss: 1.358725 - generator loss: 0.737683 - 1s Epoch 13055/50000 discriminator loss: 1.358423 - generator loss: 0.737434 - 1s Epoch 13056/50000 discriminator loss: 1.354773 - generator loss: 0.738610 - 1s Epoch 13057/50000 discriminator loss: 1.346534 - generator loss: 0.750079 - 1s Epoch 13058/50000 discriminator loss: 1.363931 - generator loss: 0.739311 - 1s Epoch 13059/50000 discriminator loss: 1.362370 - generator loss: 0.743294 - 1s Epoch 13060/50000 discriminator loss: 1.354709 - generator loss: 0.752668 - 1s Epoch 13061/50000 discriminator loss: 1.351786 - generator loss: 0.756707 - 1s Epoch 13062/50000 discriminator loss: 1.353402 - generator loss: 0.747019 - 1s Epoch 13063/50000 discriminator loss: 1.357138 - generator loss: 0.730311 - 1s Epoch 13064/50000 discriminator loss: 1.357912 - generator loss: 0.734812 - 1s Epoch 13065/50000 discriminator loss: 1.343736 - generator loss: 0.752081 - 1s Epoch 13066/50000 discriminator loss: 1.367875 - generator loss: 0.732861 - 1s Epoch 13067/50000 discriminator loss: 1.353913 - generator loss: 0.751027 - 1s Epoch 13068/50000 discriminator loss: 1.362003 - generator loss: 0.733673 - 1s Epoch 13069/50000 discriminator loss: 1.350386 - generator loss: 0.752561 - 1s Epoch 13070/50000 discriminator loss: 1.362273 - generator loss: 0.742860 - 1s Epoch 13071/50000 discriminator loss: 1.354129 - generator loss: 0.735008 - 1s Epoch 13072/50000 discriminator loss: 1.357845 - generator loss: 0.731067 - 1s Epoch 13073/50000 discriminator loss: 1.351168 - generator loss: 0.745850 - 1s Epoch 13074/50000 discriminator loss: 1.360220 - generator loss: 0.740501 - 1s Epoch 13075/50000 discriminator loss: 1.354789 - generator loss: 0.747931 - 1s Epoch 13076/50000 discriminator loss: 1.346519 - generator loss: 0.751476 - 1s Epoch 13077/50000 discriminator loss: 1.346623 - generator loss: 0.751930 - 1s Epoch 13078/50000 discriminator loss: 1.361900 - generator loss: 0.732334 - 1s Epoch 13079/50000 discriminator loss: 1.357938 - generator loss: 0.735656 - 1s Epoch 13080/50000 discriminator loss: 1.358882 - generator loss: 0.740114 - 1s Epoch 13081/50000 discriminator loss: 1.347033 - generator loss: 0.743173 - 1s Epoch 13082/50000 discriminator loss: 1.354038 - generator loss: 0.742199 - 1s Epoch 13083/50000 discriminator loss: 1.358239 - generator loss: 0.743950 - 1s Epoch 13084/50000 discriminator loss: 1.359834 - generator loss: 0.743434 - 1s Epoch 13085/50000 discriminator loss: 1.349221 - generator loss: 0.749349 - 1s Epoch 13086/50000 discriminator loss: 1.350978 - generator loss: 0.747704 - 1s Epoch 13087/50000 discriminator loss: 1.361918 - generator loss: 0.734720 - 1s Epoch 13088/50000 discriminator loss: 1.351087 - generator loss: 0.736946 - 1s Epoch 13089/50000 discriminator loss: 1.347353 - generator loss: 0.746962 - 1s Epoch 13090/50000 discriminator loss: 1.353059 - generator loss: 0.747227 - 1s Epoch 13091/50000 discriminator loss: 1.354044 - generator loss: 0.744046 - 1s Epoch 13092/50000 discriminator loss: 1.348708 - 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Loss:
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Loss:
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Loss:
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generator loss: 0.741832 - 1s Epoch 16028/50000 discriminator loss: 1.360885 - generator loss: 0.730292 - 1s Epoch 16029/50000 discriminator loss: 1.347541 - generator loss: 0.740578 - 1s Epoch 16030/50000 discriminator loss: 1.353329 - generator loss: 0.744467 - 1s Epoch 16031/50000 discriminator loss: 1.351313 - generator loss: 0.739276 - 1s Epoch 16032/50000 discriminator loss: 1.355459 - generator loss: 0.745117 - 1s Epoch 16033/50000 discriminator loss: 1.362467 - generator loss: 0.747466 - 1s Epoch 16034/50000 discriminator loss: 1.358543 - generator loss: 0.748872 - 1s Epoch 16035/50000 discriminator loss: 1.339415 - generator loss: 0.755213 - 1s Epoch 16036/50000 discriminator loss: 1.370259 - generator loss: 0.726493 - 1s Epoch 16037/50000 discriminator loss: 1.360893 - generator loss: 0.729468 - 1s Epoch 16038/50000 discriminator loss: 1.346785 - generator loss: 0.743282 - 1s Epoch 16039/50000 discriminator loss: 1.347828 - generator loss: 0.750571 - 1s Epoch 16040/50000 discriminator loss: 1.358052 - generator loss: 0.742655 - 1s Epoch 16041/50000 discriminator loss: 1.364774 - generator loss: 0.736288 - 1s Epoch 16042/50000 discriminator loss: 1.352076 - generator loss: 0.756536 - 1s Epoch 16043/50000 discriminator loss: 1.342887 - generator loss: 0.759140 - 1s Epoch 16044/50000 discriminator loss: 1.357956 - generator loss: 0.736005 - 1s Epoch 16045/50000 discriminator loss: 1.351525 - generator loss: 0.739692 - 1s Epoch 16046/50000 discriminator loss: 1.345207 - generator loss: 0.744329 - 1s Epoch 16047/50000 discriminator loss: 1.341727 - generator loss: 0.746987 - 1s Epoch 16048/50000 discriminator loss: 1.349556 - generator loss: 0.745664 - 1s Epoch 16049/50000 discriminator loss: 1.362241 - generator loss: 0.738670 - 1s Epoch 16050/50000 discriminator loss: 1.357843 - generator loss: 0.753622 - 1s Epoch 16051/50000 discriminator loss: 1.350480 - generator loss: 0.750601 - 1s Epoch 16052/50000 discriminator loss: 1.356782 - generator loss: 0.749783 - 1s Epoch 16053/50000 discriminator loss: 1.359234 - generator loss: 0.735032 - 1s Epoch 16054/50000 discriminator loss: 1.357607 - generator loss: 0.731295 - 1s Epoch 16055/50000 discriminator loss: 1.349643 - generator loss: 0.741885 - 1s Epoch 16056/50000 discriminator loss: 1.342713 - generator loss: 0.753059 - 1s Epoch 16057/50000 discriminator loss: 1.356753 - generator loss: 0.743333 - 1s Epoch 16058/50000 discriminator loss: 1.365569 - generator loss: 0.745534 - 1s Epoch 16059/50000 discriminator loss: 1.342304 - generator loss: 0.762163 - 1s Epoch 16060/50000 discriminator loss: 1.346983 - generator loss: 0.754195 - 1s Epoch 16061/50000 discriminator loss: 1.353528 - generator loss: 0.740657 - 1s Epoch 16062/50000 discriminator loss: 1.359020 - generator loss: 0.737106 - 1s Epoch 16063/50000 discriminator loss: 1.355918 - generator loss: 0.727076 - 1s Epoch 16064/50000 discriminator loss: 1.340306 - generator loss: 0.753782 - 1s Epoch 16065/50000 discriminator loss: 1.353617 - generator loss: 0.750243 - 1s Epoch 16066/50000 discriminator loss: 1.364976 - generator loss: 0.739560 - 1s Epoch 16067/50000 discriminator loss: 1.360102 - generator loss: 0.750908 - 1s Epoch 16068/50000 discriminator loss: 1.351179 - generator loss: 0.751587 - 1s Epoch 16069/50000 discriminator loss: 1.349034 - generator loss: 0.752682 - 1s Epoch 16070/50000 discriminator loss: 1.362656 - generator loss: 0.726451 - 1s Epoch 16071/50000 discriminator loss: 1.359898 - generator loss: 0.737561 - 1s Epoch 16072/50000 discriminator loss: 1.352921 - generator loss: 0.737646 - 1s Epoch 16073/50000 discriminator loss: 1.346061 - generator loss: 0.746908 - 1s Epoch 16074/50000 discriminator loss: 1.362651 - generator loss: 0.743642 - 1s Epoch 16075/50000 discriminator loss: 1.366505 - generator loss: 0.737586 - 1s Epoch 16076/50000 discriminator loss: 1.352096 - generator loss: 0.756007 - 1s Epoch 16077/50000 discriminator loss: 1.353450 - generator loss: 0.751769 - 1s Epoch 16078/50000 discriminator loss: 1.349875 - generator loss: 0.745291 - 1s Epoch 16079/50000 discriminator loss: 1.368546 - generator loss: 0.723971 - 1s Epoch 16080/50000 discriminator loss: 1.358425 - generator loss: 0.736915 - 1s Epoch 16081/50000 discriminator loss: 1.342275 - generator loss: 0.749334 - 1s Epoch 16082/50000 discriminator loss: 1.350038 - generator loss: 0.746892 - 1s Epoch 16083/50000 discriminator loss: 1.359586 - generator loss: 0.746885 - 1s Epoch 16084/50000 discriminator loss: 1.364668 - generator loss: 0.743295 - 1s Epoch 16085/50000 discriminator loss: 1.349617 - generator loss: 0.755154 - 1s Epoch 16086/50000 discriminator loss: 1.345958 - generator loss: 0.750616 - 1s Epoch 16087/50000 discriminator loss: 1.360910 - generator loss: 0.734657 - 1s Epoch 16088/50000 discriminator loss: 1.355971 - generator loss: 0.737637 - 1s Epoch 16089/50000 discriminator loss: 1.351933 - generator loss: 0.739087 - 1s Epoch 16090/50000 discriminator loss: 1.344538 - generator loss: 0.743042 - 1s Epoch 16091/50000 discriminator loss: 1.356793 - generator loss: 0.741262 - 1s Epoch 16092/50000 discriminator loss: 1.368126 - generator loss: 0.740043 - 1s Epoch 16093/50000 discriminator loss: 1.356918 - generator loss: 0.750433 - 1s Epoch 16094/50000 discriminator loss: 1.351957 - generator loss: 0.752159 - 1s Epoch 16095/50000 discriminator loss: 1.361619 - generator loss: 0.737635 - 1s Epoch 16096/50000 discriminator loss: 1.356372 - generator loss: 0.733044 - 1s Epoch 16097/50000 discriminator loss: 1.355224 - generator loss: 0.737369 - 1s Epoch 16098/50000 discriminator loss: 1.348079 - generator loss: 0.743029 - 1s Epoch 16099/50000 discriminator loss: 1.353706 - generator loss: 0.742695 - 1s Epoch 16100/50000 discriminator loss: 1.368423 - generator loss: 0.737843 - 1s Epoch 16101/50000 discriminator loss: 1.357068 - generator loss: 0.753925 - 1s Epoch 16102/50000 discriminator loss: 1.346123 - generator loss: 0.751817 - 1s Epoch 16103/50000 discriminator loss: 1.346650 - generator loss: 0.752556 - 1s Epoch 16104/50000 discriminator loss: 1.364193 - generator loss: 0.728548 - 1s Epoch 16105/50000 discriminator loss: 1.358242 - generator loss: 0.740001 - 1s Epoch 16106/50000 discriminator loss: 1.352913 - generator loss: 0.737781 - 1s Epoch 16107/50000 discriminator loss: 1.344739 - generator loss: 0.747610 - 1s Epoch 16108/50000 discriminator loss: 1.363362 - generator loss: 0.741547 - 1s Epoch 16109/50000 discriminator loss: 1.361548 - generator loss: 0.739096 - 1s Epoch 16110/50000 discriminator loss: 1.353621 - generator loss: 0.746773 - 1s Epoch 16111/50000 discriminator loss: 1.355507 - generator loss: 0.753633 - 1s Epoch 16112/50000 discriminator loss: 1.355106 - generator loss: 0.741737 - 1s Epoch 16113/50000 discriminator loss: 1.352813 - generator loss: 0.737222 - 1s Epoch 16114/50000 discriminator loss: 1.350532 - generator loss: 0.739738 - 1s Epoch 16115/50000 discriminator loss: 1.342618 - generator loss: 0.742762 - 1s Epoch 16116/50000 discriminator loss: 1.354497 - generator loss: 0.745889 - 1s Epoch 16117/50000 discriminator loss: 1.361820 - generator loss: 0.736805 - 1s Epoch 16118/50000 discriminator loss: 1.364063 - generator loss: 0.738894 - 1s Epoch 16119/50000 discriminator loss: 1.345736 - generator loss: 0.758516 - 1s Epoch 16120/50000 discriminator loss: 1.348950 - generator loss: 0.752796 - 1s Epoch 16121/50000 discriminator loss: 1.369737 - generator loss: 0.730207 - 1s Epoch 16122/50000 discriminator loss: 1.361641 - generator loss: 0.732249 - 1s Epoch 16123/50000 discriminator loss: 1.354373 - generator loss: 0.729836 - 1s Epoch 16124/50000 discriminator loss: 1.349753 - generator loss: 0.748969 - 1s Epoch 16125/50000 discriminator loss: 1.347679 - generator loss: 0.752573 - 1s Epoch 16126/50000 discriminator loss: 1.368464 - generator loss: 0.731044 - 1s Epoch 16127/50000 discriminator loss: 1.354869 - generator loss: 0.752287 - 1s Epoch 16128/50000 discriminator loss: 1.350446 - generator loss: 0.752289 - 1s Epoch 16129/50000 discriminator loss: 1.350389 - generator loss: 0.748186 - 1s Epoch 16130/50000 discriminator loss: 1.350642 - generator loss: 0.741070 - 1s Epoch 16131/50000 discriminator loss: 1.353874 - generator loss: 0.736066 - 1s Epoch 16132/50000 discriminator loss: 1.351076 - generator loss: 0.740343 - 1s Epoch 16133/50000 discriminator loss: 1.350295 - generator loss: 0.743583 - 1s Epoch 16134/50000 discriminator loss: 1.355938 - generator loss: 0.740665 - 1s Epoch 16135/50000 discriminator loss: 1.352110 - generator loss: 0.747825 - 1s Epoch 16136/50000 discriminator loss: 1.348993 - generator loss: 0.750310 - 1s Epoch 16137/50000 discriminator loss: 1.342283 - generator loss: 0.756142 - 1s Epoch 16138/50000 discriminator loss: 1.353162 - generator loss: 0.740559 - 1s Epoch 16139/50000 discriminator loss: 1.357094 - generator loss: 0.734276 - 1s Epoch 16140/50000 discriminator loss: 1.355912 - generator loss: 0.734670 - 1s Epoch 16141/50000 discriminator loss: 1.348740 - generator loss: 0.742878 - 1s Epoch 16142/50000 discriminator loss: 1.354607 - generator loss: 0.748482 - 1s Epoch 16143/50000 discriminator loss: 1.363190 - generator loss: 0.738847 - 1s Epoch 16144/50000 discriminator loss: 1.356615 - generator loss: 0.743244 - 1s Epoch 16145/50000 discriminator loss: 1.355940 - generator loss: 0.748714 - 1s Epoch 16146/50000 discriminator loss: 1.355437 - generator loss: 0.743909 - 1s Epoch 16147/50000 discriminator loss: 1.355704 - generator loss: 0.734633 - 1s Epoch 16148/50000 discriminator loss: 1.352981 - generator loss: 0.740459 - 1s Epoch 16149/50000 discriminator loss: 1.353262 - generator loss: 0.739746 - 1s Epoch 16150/50000 discriminator loss: 1.347555 - generator loss: 0.745377 - 1s Epoch 16151/50000 discriminator loss: 1.357199 - generator loss: 0.751959 - 1s Epoch 16152/50000 discriminator loss: 1.354902 - generator loss: 0.747371 - 1s Epoch 16153/50000 discriminator loss: 1.349855 - generator loss: 0.749576 - 1s Epoch 16154/50000 discriminator loss: 1.347183 - generator loss: 0.746222 - 1s Epoch 16155/50000 discriminator loss: 1.359064 - generator loss: 0.737649 - 1s Epoch 16156/50000 discriminator loss: 1.362318 - generator loss: 0.734874 - 1s Epoch 16157/50000 discriminator loss: 1.347773 - generator loss: 0.736152 - 1s Epoch 16158/50000 discriminator loss: 1.354485 - generator loss: 0.743894 - 1s Epoch 16159/50000 discriminator loss: 1.357795 - generator loss: 0.744153 - 1s Epoch 16160/50000 discriminator loss: 1.366407 - generator loss: 0.744037 - 1s Epoch 16161/50000 discriminator loss: 1.359966 - generator loss: 0.739979 - 1s Epoch 16162/50000 discriminator loss: 1.347861 - generator loss: 0.757621 - 1s Epoch 16163/50000 discriminator loss: 1.351310 - generator loss: 0.738584 - 1s Epoch 16164/50000 discriminator loss: 1.355910 - generator loss: 0.736153 - 1s Epoch 16165/50000 discriminator loss: 1.361033 - generator loss: 0.733332 - 1s Epoch 16166/50000 discriminator loss: 1.353058 - generator loss: 0.737400 - 1s Epoch 16167/50000 discriminator loss: 1.349824 - generator loss: 0.744832 - 1s Epoch 16168/50000 discriminator loss: 1.359669 - generator loss: 0.743473 - 1s Epoch 16169/50000 discriminator loss: 1.356243 - generator loss: 0.750654 - 1s Epoch 16170/50000 discriminator loss: 1.355869 - 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Loss:
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generator loss: 0.740784 - 1s Epoch 17028/50000 discriminator loss: 1.348053 - generator loss: 0.742924 - 1s Epoch 17029/50000 discriminator loss: 1.353666 - generator loss: 0.736491 - 1s Epoch 17030/50000 discriminator loss: 1.351583 - generator loss: 0.747059 - 1s Epoch 17031/50000 discriminator loss: 1.360965 - generator loss: 0.739384 - 1s Epoch 17032/50000 discriminator loss: 1.355304 - generator loss: 0.739810 - 1s Epoch 17033/50000 discriminator loss: 1.353763 - generator loss: 0.747445 - 1s Epoch 17034/50000 discriminator loss: 1.348823 - generator loss: 0.753417 - 1s Epoch 17035/50000 discriminator loss: 1.351157 - generator loss: 0.751287 - 1s Epoch 17036/50000 discriminator loss: 1.356937 - generator loss: 0.742493 - 1s Epoch 17037/50000 discriminator loss: 1.360328 - generator loss: 0.739285 - 1s Epoch 17038/50000 discriminator loss: 1.353297 - generator loss: 0.736250 - 1s Epoch 17039/50000 discriminator loss: 1.348490 - generator loss: 0.742627 - 1s Epoch 17040/50000 discriminator loss: 1.351372 - 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Loss:
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generator loss: 0.744452 - 1s Epoch 18028/50000 discriminator loss: 1.350574 - generator loss: 0.751349 - 1s Epoch 18029/50000 discriminator loss: 1.352867 - generator loss: 0.737463 - 1s Epoch 18030/50000 discriminator loss: 1.357751 - generator loss: 0.739271 - 1s Epoch 18031/50000 discriminator loss: 1.357313 - generator loss: 0.738449 - 1s Epoch 18032/50000 discriminator loss: 1.357768 - generator loss: 0.735076 - 1s Epoch 18033/50000 discriminator loss: 1.344486 - generator loss: 0.751932 - 1s Epoch 18034/50000 discriminator loss: 1.352335 - generator loss: 0.745150 - 1s Epoch 18035/50000 discriminator loss: 1.353811 - generator loss: 0.747478 - 1s Epoch 18036/50000 discriminator loss: 1.357508 - generator loss: 0.745210 - 1s Epoch 18037/50000 discriminator loss: 1.360920 - generator loss: 0.744041 - 1s Epoch 18038/50000 discriminator loss: 1.352675 - generator loss: 0.749625 - 1s Epoch 18039/50000 discriminator loss: 1.349120 - generator loss: 0.736992 - 1s Epoch 18040/50000 discriminator loss: 1.351146 - 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generator loss: 0.751292 - 1s Epoch 18054/50000 discriminator loss: 1.343840 - generator loss: 0.755090 - 1s Epoch 18055/50000 discriminator loss: 1.349906 - generator loss: 0.751124 - 1s Epoch 18056/50000 discriminator loss: 1.352948 - generator loss: 0.734735 - 1s Epoch 18057/50000 discriminator loss: 1.355407 - generator loss: 0.737263 - 1s Epoch 18058/50000 discriminator loss: 1.345335 - generator loss: 0.747225 - 1s Epoch 18059/50000 discriminator loss: 1.348925 - generator loss: 0.745870 - 1s Epoch 18060/50000 discriminator loss: 1.361902 - generator loss: 0.745851 - 1s Epoch 18061/50000 discriminator loss: 1.364838 - generator loss: 0.745534 - 1s Epoch 18062/50000 discriminator loss: 1.359020 - generator loss: 0.740506 - 1s Epoch 18063/50000 discriminator loss: 1.354220 - generator loss: 0.746032 - 1s Epoch 18064/50000 discriminator loss: 1.351324 - generator loss: 0.743326 - 1s Epoch 18065/50000 discriminator loss: 1.359360 - generator loss: 0.734445 - 1s Epoch 18066/50000 discriminator loss: 1.354355 - generator loss: 0.743863 - 1s Epoch 18067/50000 discriminator loss: 1.347092 - generator loss: 0.740342 - 1s Epoch 18068/50000 discriminator loss: 1.354064 - generator loss: 0.744428 - 1s Epoch 18069/50000 discriminator loss: 1.360017 - generator loss: 0.746102 - 1s Epoch 18070/50000 discriminator loss: 1.359149 - generator loss: 0.748174 - 1s Epoch 18071/50000 discriminator loss: 1.349053 - generator loss: 0.752183 - 1s Epoch 18072/50000 discriminator loss: 1.352985 - generator loss: 0.746971 - 1s Epoch 18073/50000 discriminator loss: 1.363618 - generator loss: 0.730393 - 1s Epoch 18074/50000 discriminator loss: 1.356185 - generator loss: 0.735765 - 1s Epoch 18075/50000 discriminator loss: 1.348406 - generator loss: 0.744412 - 1s Epoch 18076/50000 discriminator loss: 1.344336 - generator loss: 0.753906 - 1s Epoch 18077/50000 discriminator loss: 1.355644 - generator loss: 0.739790 - 1s Epoch 18078/50000 discriminator loss: 1.359832 - generator loss: 0.743392 - 1s Epoch 18079/50000 discriminator loss: 1.349991 - 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Loss:
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generator loss: 0.750283 - 1s Epoch 19028/50000 discriminator loss: 1.353226 - generator loss: 0.739254 - 1s Epoch 19029/50000 discriminator loss: 1.359264 - generator loss: 0.743904 - 1s Epoch 19030/50000 discriminator loss: 1.353190 - generator loss: 0.756318 - 1s Epoch 19031/50000 discriminator loss: 1.353657 - generator loss: 0.745709 - 1s Epoch 19032/50000 discriminator loss: 1.344895 - generator loss: 0.756526 - 1s Epoch 19033/50000 discriminator loss: 1.356129 - generator loss: 0.743501 - 1s Epoch 19034/50000 discriminator loss: 1.369284 - generator loss: 0.729964 - 1s Epoch 19035/50000 discriminator loss: 1.351881 - generator loss: 0.743185 - 1s Epoch 19036/50000 discriminator loss: 1.342466 - generator loss: 0.748959 - 1s Epoch 19037/50000 discriminator loss: 1.351080 - generator loss: 0.745135 - 1s Epoch 19038/50000 discriminator loss: 1.358787 - generator loss: 0.742109 - 1s Epoch 19039/50000 discriminator loss: 1.357974 - generator loss: 0.745531 - 1s Epoch 19040/50000 discriminator loss: 1.350851 - generator loss: 0.756292 - 1s Epoch 19041/50000 discriminator loss: 1.352977 - generator loss: 0.747640 - 2s Epoch 19042/50000 discriminator loss: 1.363902 - generator loss: 0.740955 - 1s Epoch 19043/50000 discriminator loss: 1.368046 - generator loss: 0.730803 - 1s Epoch 19044/50000 discriminator loss: 1.356707 - generator loss: 0.730513 - 1s Epoch 19045/50000 discriminator loss: 1.355717 - generator loss: 0.741385 - 1s Epoch 19046/50000 discriminator loss: 1.350941 - generator loss: 0.746637 - 1s Epoch 19047/50000 discriminator loss: 1.365767 - generator loss: 0.736886 - 1s Epoch 19048/50000 discriminator loss: 1.354297 - generator loss: 0.748096 - 1s Epoch 19049/50000 discriminator loss: 1.343421 - generator loss: 0.760484 - 1s Epoch 19050/50000 discriminator loss: 1.346644 - generator loss: 0.749169 - 1s Epoch 19051/50000 discriminator loss: 1.354584 - generator loss: 0.741028 - 1s Epoch 19052/50000 discriminator loss: 1.353373 - generator loss: 0.738185 - 1s Epoch 19053/50000 discriminator loss: 1.355714 - generator loss: 0.742624 - 1s Epoch 19054/50000 discriminator loss: 1.348466 - generator loss: 0.742760 - 1s Epoch 19055/50000 discriminator loss: 1.354323 - generator loss: 0.743266 - 1s Epoch 19056/50000 discriminator loss: 1.357217 - generator loss: 0.748205 - 1s Epoch 19057/50000 discriminator loss: 1.355980 - generator loss: 0.743160 - 1s Epoch 19058/50000 discriminator loss: 1.354968 - generator loss: 0.745431 - 1s Epoch 19059/50000 discriminator loss: 1.359860 - generator loss: 0.743373 - 1s Epoch 19060/50000 discriminator loss: 1.360712 - generator loss: 0.740206 - 1s Epoch 19061/50000 discriminator loss: 1.369483 - generator loss: 0.728211 - 1s Epoch 19062/50000 discriminator loss: 1.349245 - generator loss: 0.741085 - 1s Epoch 19063/50000 discriminator loss: 1.348609 - generator loss: 0.746171 - 1s Epoch 19064/50000 discriminator loss: 1.364076 - generator loss: 0.738250 - 1s Epoch 19065/50000 discriminator loss: 1.345297 - generator loss: 0.755268 - 1s Epoch 19066/50000 discriminator loss: 1.350782 - generator loss: 0.753321 - 1s Epoch 19067/50000 discriminator loss: 1.347599 - generator loss: 0.750858 - 1s Epoch 19068/50000 discriminator loss: 1.351468 - generator loss: 0.750859 - 1s Epoch 19069/50000 discriminator loss: 1.361758 - generator loss: 0.734182 - 1s Epoch 19070/50000 discriminator loss: 1.358560 - generator loss: 0.735471 - 1s Epoch 19071/50000 discriminator loss: 1.353098 - generator loss: 0.745854 - 1s Epoch 19072/50000 discriminator loss: 1.352515 - generator loss: 0.745879 - 1s Epoch 19073/50000 discriminator loss: 1.356842 - generator loss: 0.743603 - 1s Epoch 19074/50000 discriminator loss: 1.362606 - generator loss: 0.739099 - 1s Epoch 19075/50000 discriminator loss: 1.356423 - generator loss: 0.748333 - 1s Epoch 19076/50000 discriminator loss: 1.346287 - generator loss: 0.752889 - 1s Epoch 19077/50000 discriminator loss: 1.348901 - generator loss: 0.748483 - 1s Epoch 19078/50000 discriminator loss: 1.348104 - generator loss: 0.742331 - 1s Epoch 19079/50000 discriminator loss: 1.350197 - generator loss: 0.740378 - 1s Epoch 19080/50000 discriminator loss: 1.344774 - generator loss: 0.747975 - 1s Epoch 19081/50000 discriminator loss: 1.348681 - generator loss: 0.745557 - 1s Epoch 19082/50000 discriminator loss: 1.355861 - generator loss: 0.740025 - 1s Epoch 19083/50000 discriminator loss: 1.355192 - generator loss: 0.746420 - 1s Epoch 19084/50000 discriminator loss: 1.354429 - generator loss: 0.740442 - 1s Epoch 19085/50000 discriminator loss: 1.348026 - generator loss: 0.750724 - 1s Epoch 19086/50000 discriminator loss: 1.351711 - generator loss: 0.752113 - 1s Epoch 19087/50000 discriminator loss: 1.353804 - generator loss: 0.743914 - 1s Epoch 19088/50000 discriminator loss: 1.348771 - generator loss: 0.742476 - 1s Epoch 19089/50000 discriminator loss: 1.354347 - generator loss: 0.735675 - 1s Epoch 19090/50000 discriminator loss: 1.353352 - generator loss: 0.754968 - 1s Epoch 19091/50000 discriminator loss: 1.352557 - generator loss: 0.742289 - 1s Epoch 19092/50000 discriminator loss: 1.361026 - 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generator loss: 0.739969 - 1s Epoch 19106/50000 discriminator loss: 1.345568 - generator loss: 0.743768 - 1s Epoch 19107/50000 discriminator loss: 1.355454 - generator loss: 0.742360 - 1s Epoch 19108/50000 discriminator loss: 1.345825 - generator loss: 0.746589 - 1s Epoch 19109/50000 discriminator loss: 1.356900 - generator loss: 0.743921 - 1s Epoch 19110/50000 discriminator loss: 1.355228 - generator loss: 0.744306 - 1s Epoch 19111/50000 discriminator loss: 1.353447 - generator loss: 0.745669 - 1s Epoch 19112/50000 discriminator loss: 1.346950 - generator loss: 0.749137 - 1s Epoch 19113/50000 discriminator loss: 1.360231 - generator loss: 0.738594 - 1s Epoch 19114/50000 discriminator loss: 1.360082 - generator loss: 0.737168 - 1s Epoch 19115/50000 discriminator loss: 1.358823 - generator loss: 0.736852 - 1s Epoch 19116/50000 discriminator loss: 1.346745 - generator loss: 0.746885 - 1s Epoch 19117/50000 discriminator loss: 1.361575 - generator loss: 0.735299 - 1s Epoch 19118/50000 discriminator loss: 1.358195 - 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Loss:
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generator loss: 0.744364 - 1s Epoch 20028/50000 discriminator loss: 1.355098 - generator loss: 0.740833 - 1s Epoch 20029/50000 discriminator loss: 1.362760 - generator loss: 0.733782 - 1s Epoch 20030/50000 discriminator loss: 1.361776 - generator loss: 0.744008 - 1s Epoch 20031/50000 discriminator loss: 1.347152 - generator loss: 0.751549 - 1s Epoch 20032/50000 discriminator loss: 1.345667 - generator loss: 0.747246 - 1s Epoch 20033/50000 discriminator loss: 1.352909 - generator loss: 0.745984 - 1s Epoch 20034/50000 discriminator loss: 1.352079 - generator loss: 0.740836 - 1s Epoch 20035/50000 discriminator loss: 1.352193 - generator loss: 0.735319 - 1s Epoch 20036/50000 discriminator loss: 1.349031 - generator loss: 0.743768 - 1s Epoch 20037/50000 discriminator loss: 1.352020 - generator loss: 0.747249 - 1s Epoch 20038/50000 discriminator loss: 1.363334 - generator loss: 0.738836 - 1s Epoch 20039/50000 discriminator loss: 1.358133 - generator loss: 0.741581 - 1s Epoch 20040/50000 discriminator loss: 1.344826 - generator loss: 0.764704 - 1s Epoch 20041/50000 discriminator loss: 1.351309 - generator loss: 0.745641 - 1s Epoch 20042/50000 discriminator loss: 1.357146 - generator loss: 0.742450 - 2s Epoch 20043/50000 discriminator loss: 1.359112 - generator loss: 0.727975 - 1s Epoch 20044/50000 discriminator loss: 1.350016 - generator loss: 0.743405 - 1s Epoch 20045/50000 discriminator loss: 1.357958 - generator loss: 0.744925 - 1s Epoch 20046/50000 discriminator loss: 1.359044 - generator loss: 0.736031 - 1s Epoch 20047/50000 discriminator loss: 1.359467 - generator loss: 0.747940 - 1s Epoch 20048/50000 discriminator loss: 1.365420 - generator loss: 0.743922 - 1s Epoch 20049/50000 discriminator loss: 1.350719 - generator loss: 0.748048 - 1s Epoch 20050/50000 discriminator loss: 1.355496 - generator loss: 0.739950 - 1s Epoch 20051/50000 discriminator loss: 1.355340 - generator loss: 0.743861 - 1s Epoch 20052/50000 discriminator loss: 1.356199 - generator loss: 0.737007 - 1s Epoch 20053/50000 discriminator loss: 1.354416 - generator loss: 0.745304 - 1s Epoch 20054/50000 discriminator loss: 1.349478 - generator loss: 0.745404 - 1s Epoch 20055/50000 discriminator loss: 1.349941 - generator loss: 0.746200 - 1s Epoch 20056/50000 discriminator loss: 1.360845 - generator loss: 0.737281 - 1s Epoch 20057/50000 discriminator loss: 1.354863 - generator loss: 0.749957 - 1s Epoch 20058/50000 discriminator loss: 1.347061 - generator loss: 0.757326 - 1s Epoch 20059/50000 discriminator loss: 1.347711 - generator loss: 0.751342 - 1s Epoch 20060/50000 discriminator loss: 1.346812 - generator loss: 0.750349 - 1s Epoch 20061/50000 discriminator loss: 1.359549 - generator loss: 0.731249 - 1s Epoch 20062/50000 discriminator loss: 1.338948 - generator loss: 0.745091 - 1s Epoch 20063/50000 discriminator loss: 1.347077 - generator loss: 0.744856 - 1s Epoch 20064/50000 discriminator loss: 1.350839 - generator loss: 0.738766 - 1s Epoch 20065/50000 discriminator loss: 1.349197 - generator loss: 0.753626 - 1s Epoch 20066/50000 discriminator loss: 1.352151 - generator loss: 0.751437 - 1s Epoch 20067/50000 discriminator loss: 1.342828 - generator loss: 0.759646 - 1s Epoch 20068/50000 discriminator loss: 1.348885 - generator loss: 0.753939 - 1s Epoch 20069/50000 discriminator loss: 1.369249 - generator loss: 0.727792 - 1s Epoch 20070/50000 discriminator loss: 1.356868 - generator loss: 0.736329 - 1s Epoch 20071/50000 discriminator loss: 1.354534 - generator loss: 0.736922 - 1s Epoch 20072/50000 discriminator loss: 1.347639 - generator loss: 0.748193 - 1s Epoch 20073/50000 discriminator loss: 1.357925 - generator loss: 0.741827 - 1s Epoch 20074/50000 discriminator loss: 1.362237 - generator loss: 0.741251 - 1s Epoch 20075/50000 discriminator loss: 1.356221 - generator loss: 0.746220 - 1s Epoch 20076/50000 discriminator loss: 1.346544 - generator loss: 0.754976 - 1s Epoch 20077/50000 discriminator loss: 1.338467 - generator loss: 0.757227 - 1s Epoch 20078/50000 discriminator loss: 1.358398 - generator loss: 0.747063 - 1s Epoch 20079/50000 discriminator loss: 1.367860 - generator loss: 0.727313 - 1s Epoch 20080/50000 discriminator loss: 1.355718 - generator loss: 0.733724 - 1s Epoch 20081/50000 discriminator loss: 1.344578 - generator loss: 0.746999 - 1s Epoch 20082/50000 discriminator loss: 1.349606 - generator loss: 0.746341 - 1s Epoch 20083/50000 discriminator loss: 1.366519 - generator loss: 0.737840 - 1s Epoch 20084/50000 discriminator loss: 1.356512 - generator loss: 0.745238 - 1s Epoch 20085/50000 discriminator loss: 1.355198 - generator loss: 0.747371 - 1s Epoch 20086/50000 discriminator loss: 1.349518 - generator loss: 0.757215 - 1s Epoch 20087/50000 discriminator loss: 1.361237 - generator loss: 0.739671 - 1s Epoch 20088/50000 discriminator loss: 1.361533 - generator loss: 0.727980 - 1s Epoch 20089/50000 discriminator loss: 1.357380 - generator loss: 0.734879 - 1s Epoch 20090/50000 discriminator loss: 1.350687 - generator loss: 0.742951 - 1s Epoch 20091/50000 discriminator loss: 1.348954 - generator loss: 0.748632 - 1s Epoch 20092/50000 discriminator loss: 1.362466 - generator loss: 0.733685 - 1s Epoch 20093/50000 discriminator loss: 1.356812 - generator loss: 0.753060 - 1s Epoch 20094/50000 discriminator loss: 1.349680 - generator loss: 0.750114 - 1s Epoch 20095/50000 discriminator loss: 1.350465 - generator loss: 0.755739 - 1s Epoch 20096/50000 discriminator loss: 1.354869 - generator loss: 0.744153 - 1s Epoch 20097/50000 discriminator loss: 1.357893 - generator loss: 0.734234 - 1s Epoch 20098/50000 discriminator loss: 1.355817 - generator loss: 0.732868 - 1s Epoch 20099/50000 discriminator loss: 1.348838 - generator loss: 0.745772 - 1s Epoch 20100/50000 discriminator loss: 1.345024 - generator loss: 0.751274 - 1s Epoch 20101/50000 discriminator loss: 1.358391 - generator loss: 0.741528 - 1s Epoch 20102/50000 discriminator loss: 1.365495 - generator loss: 0.741267 - 1s Epoch 20103/50000 discriminator loss: 1.350253 - generator loss: 0.750012 - 1s Epoch 20104/50000 discriminator loss: 1.350766 - generator loss: 0.757035 - 1s Epoch 20105/50000 discriminator loss: 1.352018 - 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generator loss: 0.755738 - 1s Epoch 20119/50000 discriminator loss: 1.356691 - generator loss: 0.735982 - 1s Epoch 20120/50000 discriminator loss: 1.360239 - generator loss: 0.746313 - 1s Epoch 20121/50000 discriminator loss: 1.350149 - generator loss: 0.752989 - 1s Epoch 20122/50000 discriminator loss: 1.350844 - generator loss: 0.747007 - 1s Epoch 20123/50000 discriminator loss: 1.358534 - generator loss: 0.734676 - 1s Epoch 20124/50000 discriminator loss: 1.357865 - generator loss: 0.738838 - 1s Epoch 20125/50000 discriminator loss: 1.350632 - generator loss: 0.736673 - 2s Epoch 20126/50000 discriminator loss: 1.349099 - generator loss: 0.744750 - 1s Epoch 20127/50000 discriminator loss: 1.353477 - generator loss: 0.748126 - 1s Epoch 20128/50000 discriminator loss: 1.364321 - generator loss: 0.729185 - 1s Epoch 20129/50000 discriminator loss: 1.368635 - generator loss: 0.740496 - 1s Epoch 20130/50000 discriminator loss: 1.346171 - generator loss: 0.751567 - 1s Epoch 20131/50000 discriminator loss: 1.351936 - 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Loss:
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generator loss: 0.734960 - 1s Epoch 21028/50000 discriminator loss: 1.341028 - generator loss: 0.751657 - 1s Epoch 21029/50000 discriminator loss: 1.345437 - generator loss: 0.753987 - 1s Epoch 21030/50000 discriminator loss: 1.359049 - generator loss: 0.738424 - 1s Epoch 21031/50000 discriminator loss: 1.363526 - generator loss: 0.739350 - 1s Epoch 21032/50000 discriminator loss: 1.346834 - generator loss: 0.756473 - 1s Epoch 21033/50000 discriminator loss: 1.335648 - generator loss: 0.757071 - 1s Epoch 21034/50000 discriminator loss: 1.343660 - generator loss: 0.753977 - 1s Epoch 21035/50000 discriminator loss: 1.352845 - generator loss: 0.735846 - 1s Epoch 21036/50000 discriminator loss: 1.356483 - generator loss: 0.732164 - 1s Epoch 21037/50000 discriminator loss: 1.345950 - generator loss: 0.746095 - 1s Epoch 21038/50000 discriminator loss: 1.338292 - generator loss: 0.752003 - 1s Epoch 21039/50000 discriminator loss: 1.355096 - generator loss: 0.746466 - 1s Epoch 21040/50000 discriminator loss: 1.361673 - generator loss: 0.746874 - 1s Epoch 21041/50000 discriminator loss: 1.351850 - generator loss: 0.755124 - 1s Epoch 21042/50000 discriminator loss: 1.336131 - generator loss: 0.757953 - 1s Epoch 21043/50000 discriminator loss: 1.348448 - generator loss: 0.751749 - 1s Epoch 21044/50000 discriminator loss: 1.358398 - generator loss: 0.739311 - 1s Epoch 21045/50000 discriminator loss: 1.351998 - generator loss: 0.733491 - 1s Epoch 21046/50000 discriminator loss: 1.358118 - generator loss: 0.736259 - 1s Epoch 21047/50000 discriminator loss: 1.344013 - generator loss: 0.750099 - 1s Epoch 21048/50000 discriminator loss: 1.363218 - generator loss: 0.737110 - 1s Epoch 21049/50000 discriminator loss: 1.360650 - generator loss: 0.739757 - 1s Epoch 21050/50000 discriminator loss: 1.351771 - generator loss: 0.752334 - 1s Epoch 21051/50000 discriminator loss: 1.347651 - generator loss: 0.751200 - 1s Epoch 21052/50000 discriminator loss: 1.345998 - generator loss: 0.755302 - 1s Epoch 21053/50000 discriminator loss: 1.359799 - generator loss: 0.739236 - 1s Epoch 21054/50000 discriminator loss: 1.361778 - generator loss: 0.733478 - 1s Epoch 21055/50000 discriminator loss: 1.347609 - generator loss: 0.745595 - 1s Epoch 21056/50000 discriminator loss: 1.350824 - generator loss: 0.745803 - 1s Epoch 21057/50000 discriminator loss: 1.355117 - generator loss: 0.737060 - 1s Epoch 21058/50000 discriminator loss: 1.358079 - generator loss: 0.734285 - 1s Epoch 21059/50000 discriminator loss: 1.355745 - generator loss: 0.743206 - 1s Epoch 21060/50000 discriminator loss: 1.352719 - generator loss: 0.755943 - 1s Epoch 21061/50000 discriminator loss: 1.352953 - generator loss: 0.755509 - 1s Epoch 21062/50000 discriminator loss: 1.340965 - generator loss: 0.752267 - 1s Epoch 21063/50000 discriminator loss: 1.352643 - generator loss: 0.739904 - 1s Epoch 21064/50000 discriminator loss: 1.359779 - generator loss: 0.728078 - 1s Epoch 21065/50000 discriminator loss: 1.349110 - generator loss: 0.742817 - 1s Epoch 21066/50000 discriminator loss: 1.351350 - generator loss: 0.747503 - 1s Epoch 21067/50000 discriminator loss: 1.356287 - generator loss: 0.745335 - 1s Epoch 21068/50000 discriminator loss: 1.362398 - generator loss: 0.747191 - 1s Epoch 21069/50000 discriminator loss: 1.355631 - generator loss: 0.748839 - 1s Epoch 21070/50000 discriminator loss: 1.353017 - generator loss: 0.750574 - 1s Epoch 21071/50000 discriminator loss: 1.357442 - generator loss: 0.741087 - 1s Epoch 21072/50000 discriminator loss: 1.358501 - generator loss: 0.735498 - 1s Epoch 21073/50000 discriminator loss: 1.351866 - generator loss: 0.744537 - 1s Epoch 21074/50000 discriminator loss: 1.349482 - generator loss: 0.740725 - 1s Epoch 21075/50000 discriminator loss: 1.348711 - generator loss: 0.752531 - 1s Epoch 21076/50000 discriminator loss: 1.355789 - generator loss: 0.747303 - 1s Epoch 21077/50000 discriminator loss: 1.361258 - generator loss: 0.739645 - 1s Epoch 21078/50000 discriminator loss: 1.351059 - generator loss: 0.743666 - 1s Epoch 21079/50000 discriminator loss: 1.346821 - generator loss: 0.757572 - 1s Epoch 21080/50000 discriminator loss: 1.346370 - generator loss: 0.754717 - 1s Epoch 21081/50000 discriminator loss: 1.349794 - generator loss: 0.748705 - 1s Epoch 21082/50000 discriminator loss: 1.351647 - generator loss: 0.739896 - 1s Epoch 21083/50000 discriminator loss: 1.362200 - generator loss: 0.735199 - 1s Epoch 21084/50000 discriminator loss: 1.342468 - generator loss: 0.743405 - 1s Epoch 21085/50000 discriminator loss: 1.352356 - generator loss: 0.747836 - 1s Epoch 21086/50000 discriminator loss: 1.357196 - generator loss: 0.744467 - 1s Epoch 21087/50000 discriminator loss: 1.349323 - generator loss: 0.751449 - 1s Epoch 21088/50000 discriminator loss: 1.355152 - generator loss: 0.743857 - 1s Epoch 21089/50000 discriminator loss: 1.355290 - generator loss: 0.749161 - 1s Epoch 21090/50000 discriminator loss: 1.354477 - generator loss: 0.744055 - 1s Epoch 21091/50000 discriminator loss: 1.360971 - generator loss: 0.734611 - 1s Epoch 21092/50000 discriminator loss: 1.365489 - 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generator loss: 0.741806 - 1s Epoch 21119/50000 discriminator loss: 1.365535 - generator loss: 0.731947 - 1s Epoch 21120/50000 discriminator loss: 1.345728 - generator loss: 0.747084 - 1s Epoch 21121/50000 discriminator loss: 1.341443 - generator loss: 0.758944 - 1s Epoch 21122/50000 discriminator loss: 1.348335 - generator loss: 0.748240 - 1s Epoch 21123/50000 discriminator loss: 1.352991 - generator loss: 0.741413 - 1s Epoch 21124/50000 discriminator loss: 1.352277 - generator loss: 0.746747 - 1s Epoch 21125/50000 discriminator loss: 1.354761 - generator loss: 0.755935 - 1s Epoch 21126/50000 discriminator loss: 1.357034 - generator loss: 0.741173 - 1s Epoch 21127/50000 discriminator loss: 1.360271 - generator loss: 0.739646 - 1s Epoch 21128/50000 discriminator loss: 1.352109 - generator loss: 0.737971 - 1s Epoch 21129/50000 discriminator loss: 1.352565 - generator loss: 0.737944 - 1s Epoch 21130/50000 discriminator loss: 1.359128 - generator loss: 0.736973 - 1s Epoch 21131/50000 discriminator loss: 1.350565 - 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generator loss: 0.746123 - 1s Epoch 21938/50000 discriminator loss: 1.357055 - generator loss: 0.743116 - 1s Epoch 21939/50000 discriminator loss: 1.361149 - generator loss: 0.738123 - 1s Epoch 21940/50000 discriminator loss: 1.354082 - generator loss: 0.735605 - 1s Epoch 21941/50000 discriminator loss: 1.343031 - generator loss: 0.756606 - 1s Epoch 21942/50000 discriminator loss: 1.355784 - generator loss: 0.746870 - 1s Epoch 21943/50000 discriminator loss: 1.358500 - generator loss: 0.740925 - 1s Epoch 21944/50000 discriminator loss: 1.347868 - generator loss: 0.748909 - 1s Epoch 21945/50000 discriminator loss: 1.344500 - generator loss: 0.752461 - 1s Epoch 21946/50000 discriminator loss: 1.343314 - generator loss: 0.751070 - 1s Epoch 21947/50000 discriminator loss: 1.348198 - generator loss: 0.746263 - 1s Epoch 21948/50000 discriminator loss: 1.358696 - generator loss: 0.739414 - 1s Epoch 21949/50000 discriminator loss: 1.360820 - generator loss: 0.741850 - 1s Epoch 21950/50000 discriminator loss: 1.350821 - generator loss: 0.742570 - 1s Epoch 21951/50000 discriminator loss: 1.354393 - generator loss: 0.744356 - 1s Epoch 21952/50000 discriminator loss: 1.349777 - generator loss: 0.742378 - 1s Epoch 21953/50000 discriminator loss: 1.357327 - generator loss: 0.748269 - 1s Epoch 21954/50000 discriminator loss: 1.355319 - generator loss: 0.747421 - 1s Epoch 21955/50000 discriminator loss: 1.347916 - generator loss: 0.754633 - 1s Epoch 21956/50000 discriminator loss: 1.349092 - generator loss: 0.746168 - 1s Epoch 21957/50000 discriminator loss: 1.366415 - generator loss: 0.732710 - 1s Epoch 21958/50000 discriminator loss: 1.362587 - generator loss: 0.735480 - 1s Epoch 21959/50000 discriminator loss: 1.344789 - generator loss: 0.746701 - 1s Epoch 21960/50000 discriminator loss: 1.340415 - generator loss: 0.755419 - 1s Epoch 21961/50000 discriminator loss: 1.365420 - generator loss: 0.742554 - 1s Epoch 21962/50000 discriminator loss: 1.360274 - generator loss: 0.739166 - 1s Epoch 21963/50000 discriminator loss: 1.349419 - 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generator loss: 0.740053 - 1s Epoch 21977/50000 discriminator loss: 1.348946 - generator loss: 0.742186 - 1s Epoch 21978/50000 discriminator loss: 1.350717 - generator loss: 0.742222 - 1s Epoch 21979/50000 discriminator loss: 1.360518 - generator loss: 0.738876 - 1s Epoch 21980/50000 discriminator loss: 1.357754 - generator loss: 0.751600 - 1s Epoch 21981/50000 discriminator loss: 1.358294 - generator loss: 0.745588 - 1s Epoch 21982/50000 discriminator loss: 1.351105 - generator loss: 0.753113 - 1s Epoch 21983/50000 discriminator loss: 1.353704 - generator loss: 0.750059 - 1s Epoch 21984/50000 discriminator loss: 1.364051 - generator loss: 0.736580 - 1s Epoch 21985/50000 discriminator loss: 1.361551 - generator loss: 0.731842 - 1s Epoch 21986/50000 discriminator loss: 1.346771 - generator loss: 0.748574 - 1s Epoch 21987/50000 discriminator loss: 1.350999 - generator loss: 0.747424 - 1s Epoch 21988/50000 discriminator loss: 1.349532 - generator loss: 0.747104 - 1s Epoch 21989/50000 discriminator loss: 1.355245 - 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Loss:
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generator loss: 0.749534 - 1s Epoch 22028/50000 discriminator loss: 1.347940 - generator loss: 0.754277 - 1s Epoch 22029/50000 discriminator loss: 1.357343 - generator loss: 0.741568 - 1s Epoch 22030/50000 discriminator loss: 1.360793 - generator loss: 0.733701 - 1s Epoch 22031/50000 discriminator loss: 1.355505 - generator loss: 0.736474 - 1s Epoch 22032/50000 discriminator loss: 1.356625 - generator loss: 0.740158 - 1s Epoch 22033/50000 discriminator loss: 1.350776 - generator loss: 0.746250 - 1s Epoch 22034/50000 discriminator loss: 1.358094 - generator loss: 0.740965 - 1s Epoch 22035/50000 discriminator loss: 1.359820 - generator loss: 0.742509 - 1s Epoch 22036/50000 discriminator loss: 1.356533 - generator loss: 0.746392 - 1s Epoch 22037/50000 discriminator loss: 1.347870 - generator loss: 0.755635 - 1s Epoch 22038/50000 discriminator loss: 1.350550 - generator loss: 0.746555 - 1s Epoch 22039/50000 discriminator loss: 1.357317 - generator loss: 0.734313 - 1s Epoch 22040/50000 discriminator loss: 1.360416 - 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generator loss: 0.745318 - 1s Epoch 22899/50000 discriminator loss: 1.349908 - generator loss: 0.750671 - 1s Epoch 22900/50000 discriminator loss: 1.356018 - generator loss: 0.736235 - 1s Epoch 22901/50000 discriminator loss: 1.344669 - generator loss: 0.739508 - 1s Epoch 22902/50000 discriminator loss: 1.351739 - generator loss: 0.739757 - 1s Epoch 22903/50000 discriminator loss: 1.349576 - generator loss: 0.749898 - 1s Epoch 22904/50000 discriminator loss: 1.350672 - generator loss: 0.755911 - 1s Epoch 22905/50000 discriminator loss: 1.360276 - generator loss: 0.745269 - 1s Epoch 22906/50000 discriminator loss: 1.366547 - generator loss: 0.740709 - 1s Epoch 22907/50000 discriminator loss: 1.344588 - generator loss: 0.756021 - 1s Epoch 22908/50000 discriminator loss: 1.345891 - generator loss: 0.748725 - 1s Epoch 22909/50000 discriminator loss: 1.361400 - generator loss: 0.737661 - 1s Epoch 22910/50000 discriminator loss: 1.356250 - generator loss: 0.744888 - 1s Epoch 22911/50000 discriminator loss: 1.357605 - 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generator loss: 0.747257 - 1s Epoch 22925/50000 discriminator loss: 1.349634 - generator loss: 0.750094 - 1s Epoch 22926/50000 discriminator loss: 1.347131 - generator loss: 0.757178 - 1s Epoch 22927/50000 discriminator loss: 1.354396 - generator loss: 0.741354 - 1s Epoch 22928/50000 discriminator loss: 1.358642 - generator loss: 0.735280 - 1s Epoch 22929/50000 discriminator loss: 1.356175 - generator loss: 0.736265 - 1s Epoch 22930/50000 discriminator loss: 1.342084 - generator loss: 0.747832 - 1s Epoch 22931/50000 discriminator loss: 1.343374 - generator loss: 0.756978 - 1s Epoch 22932/50000 discriminator loss: 1.352374 - generator loss: 0.744375 - 1s Epoch 22933/50000 discriminator loss: 1.360450 - generator loss: 0.738598 - 1s Epoch 22934/50000 discriminator loss: 1.354282 - generator loss: 0.748009 - 1s Epoch 22935/50000 discriminator loss: 1.352903 - generator loss: 0.751600 - 1s Epoch 22936/50000 discriminator loss: 1.342676 - generator loss: 0.754638 - 1s Epoch 22937/50000 discriminator loss: 1.356305 - generator loss: 0.740573 - 1s Epoch 22938/50000 discriminator loss: 1.357184 - generator loss: 0.744498 - 1s Epoch 22939/50000 discriminator loss: 1.347091 - generator loss: 0.743997 - 1s Epoch 22940/50000 discriminator loss: 1.346448 - generator loss: 0.742592 - 1s Epoch 22941/50000 discriminator loss: 1.353871 - generator loss: 0.741580 - 1s Epoch 22942/50000 discriminator loss: 1.353996 - generator loss: 0.743204 - 1s Epoch 22943/50000 discriminator loss: 1.356807 - generator loss: 0.744632 - 1s Epoch 22944/50000 discriminator loss: 1.357841 - generator loss: 0.750945 - 1s Epoch 22945/50000 discriminator loss: 1.346346 - generator loss: 0.752992 - 1s Epoch 22946/50000 discriminator loss: 1.341119 - generator loss: 0.756952 - 1s Epoch 22947/50000 discriminator loss: 1.348369 - generator loss: 0.741270 - 1s Epoch 22948/50000 discriminator loss: 1.343722 - generator loss: 0.740755 - 1s Epoch 22949/50000 discriminator loss: 1.349959 - generator loss: 0.737488 - 1s Epoch 22950/50000 discriminator loss: 1.345245 - 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generator loss: 0.733932 - 1s Epoch 22977/50000 discriminator loss: 1.356396 - generator loss: 0.739340 - 1s Epoch 22978/50000 discriminator loss: 1.338806 - generator loss: 0.754253 - 1s Epoch 22979/50000 discriminator loss: 1.353951 - generator loss: 0.749936 - 1s Epoch 22980/50000 discriminator loss: 1.354966 - generator loss: 0.738312 - 1s Epoch 22981/50000 discriminator loss: 1.351242 - generator loss: 0.749561 - 1s Epoch 22982/50000 discriminator loss: 1.350065 - generator loss: 0.747724 - 1s Epoch 22983/50000 discriminator loss: 1.340896 - generator loss: 0.758672 - 1s Epoch 22984/50000 discriminator loss: 1.346785 - generator loss: 0.753653 - 1s Epoch 22985/50000 discriminator loss: 1.374817 - generator loss: 0.733761 - 1s Epoch 22986/50000 discriminator loss: 1.354351 - generator loss: 0.736112 - 1s Epoch 22987/50000 discriminator loss: 1.354533 - generator loss: 0.739109 - 1s Epoch 22988/50000 discriminator loss: 1.352080 - generator loss: 0.747459 - 1s Epoch 22989/50000 discriminator loss: 1.346421 - generator loss: 0.748870 - 1s Epoch 22990/50000 discriminator loss: 1.353244 - generator loss: 0.745981 - 1s Epoch 22991/50000 discriminator loss: 1.352197 - generator loss: 0.756759 - 1s Epoch 22992/50000 discriminator loss: 1.350229 - generator loss: 0.747636 - 1s Epoch 22993/50000 discriminator loss: 1.355403 - generator loss: 0.751750 - 1s Epoch 22994/50000 discriminator loss: 1.358503 - generator loss: 0.738232 - 1s Epoch 22995/50000 discriminator loss: 1.359210 - generator loss: 0.736489 - 1s Epoch 22996/50000 discriminator loss: 1.357267 - generator loss: 0.735394 - 1s Epoch 22997/50000 discriminator loss: 1.343234 - generator loss: 0.750221 - 1s Epoch 22998/50000 discriminator loss: 1.350616 - generator loss: 0.742128 - 1s Epoch 22999/50000 discriminator loss: 1.355187 - generator loss: 0.754275 - 1s Epoch 23000/50000 discriminator loss: 1.357314 - generator loss: 0.747578 - 1s Epoch 23001/50000 discriminator loss: 1.347282 - generator loss: 0.751271 - 1s
Loss:
Epoch 23002/50000 discriminator loss: 1.355424 - generator loss: 0.744387 - 1s Epoch 23003/50000 discriminator loss: 1.358231 - generator loss: 0.736638 - 1s Epoch 23004/50000 discriminator loss: 1.359260 - generator loss: 0.738687 - 1s Epoch 23005/50000 discriminator loss: 1.348823 - generator loss: 0.746486 - 1s Epoch 23006/50000 discriminator loss: 1.347404 - generator loss: 0.740824 - 1s Epoch 23007/50000 discriminator loss: 1.352818 - generator loss: 0.747852 - 1s Epoch 23008/50000 discriminator loss: 1.356019 - generator loss: 0.742499 - 1s Epoch 23009/50000 discriminator loss: 1.363381 - generator loss: 0.739483 - 1s Epoch 23010/50000 discriminator loss: 1.355776 - generator loss: 0.746185 - 1s Epoch 23011/50000 discriminator loss: 1.348004 - generator loss: 0.753168 - 1s Epoch 23012/50000 discriminator loss: 1.340187 - generator loss: 0.756995 - 1s Epoch 23013/50000 discriminator loss: 1.345040 - generator loss: 0.746894 - 1s Epoch 23014/50000 discriminator loss: 1.356632 - generator loss: 0.737717 - 1s Epoch 23015/50000 discriminator loss: 1.345347 - generator loss: 0.746802 - 1s Epoch 23016/50000 discriminator loss: 1.354232 - generator loss: 0.739204 - 1s Epoch 23017/50000 discriminator loss: 1.348356 - generator loss: 0.746844 - 1s Epoch 23018/50000 discriminator loss: 1.353853 - generator loss: 0.744293 - 1s Epoch 23019/50000 discriminator loss: 1.354683 - generator loss: 0.749564 - 1s Epoch 23020/50000 discriminator loss: 1.359099 - generator loss: 0.744362 - 1s Epoch 23021/50000 discriminator loss: 1.339986 - generator loss: 0.759470 - 1s Epoch 23022/50000 discriminator loss: 1.342230 - generator loss: 0.747334 - 1s Epoch 23023/50000 discriminator loss: 1.350469 - generator loss: 0.744395 - 1s Epoch 23024/50000 discriminator loss: 1.351317 - generator loss: 0.740380 - 1s Epoch 23025/50000 discriminator loss: 1.349492 - generator loss: 0.742582 - 1s Epoch 23026/50000 discriminator loss: 1.345837 - generator loss: 0.746379 - 1s Epoch 23027/50000 discriminator loss: 1.359393 - 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generator loss: 0.745989 - 1s Epoch 23990/50000 discriminator loss: 1.341437 - generator loss: 0.750814 - 1s Epoch 23991/50000 discriminator loss: 1.345861 - generator loss: 0.743975 - 1s Epoch 23992/50000 discriminator loss: 1.354377 - generator loss: 0.739600 - 1s Epoch 23993/50000 discriminator loss: 1.354257 - generator loss: 0.751567 - 1s Epoch 23994/50000 discriminator loss: 1.351063 - generator loss: 0.751403 - 1s Epoch 23995/50000 discriminator loss: 1.348715 - generator loss: 0.752912 - 1s Epoch 23996/50000 discriminator loss: 1.357609 - generator loss: 0.746883 - 1s Epoch 23997/50000 discriminator loss: 1.353970 - generator loss: 0.735565 - 1s Epoch 23998/50000 discriminator loss: 1.367091 - generator loss: 0.735616 - 1s Epoch 23999/50000 discriminator loss: 1.350695 - generator loss: 0.741681 - 1s Epoch 24000/50000 discriminator loss: 1.342515 - generator loss: 0.752740 - 1s Epoch 24001/50000 discriminator loss: 1.347613 - generator loss: 0.747857 - 1s
Loss:
Epoch 24002/50000 discriminator loss: 1.350446 - generator loss: 0.745875 - 1s Epoch 24003/50000 discriminator loss: 1.359164 - generator loss: 0.746139 - 1s Epoch 24004/50000 discriminator loss: 1.346715 - generator loss: 0.758006 - 1s Epoch 24005/50000 discriminator loss: 1.344421 - generator loss: 0.750133 - 1s Epoch 24006/50000 discriminator loss: 1.355014 - generator loss: 0.749694 - 1s Epoch 24007/50000 discriminator loss: 1.358415 - generator loss: 0.733470 - 1s Epoch 24008/50000 discriminator loss: 1.354153 - generator loss: 0.737195 - 1s Epoch 24009/50000 discriminator loss: 1.345481 - generator loss: 0.746234 - 1s Epoch 24010/50000 discriminator loss: 1.365712 - generator loss: 0.739208 - 1s Epoch 24011/50000 discriminator loss: 1.356232 - generator loss: 0.739602 - 1s Epoch 24012/50000 discriminator loss: 1.360413 - generator loss: 0.745312 - 1s Epoch 24013/50000 discriminator loss: 1.355594 - generator loss: 0.749677 - 1s Epoch 24014/50000 discriminator loss: 1.345150 - generator loss: 0.754440 - 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generator loss: 0.738851 - 1s Epoch 24028/50000 discriminator loss: 1.346881 - generator loss: 0.746033 - 1s Epoch 24029/50000 discriminator loss: 1.337703 - generator loss: 0.761839 - 1s Epoch 24030/50000 discriminator loss: 1.345523 - generator loss: 0.748870 - 1s Epoch 24031/50000 discriminator loss: 1.352730 - generator loss: 0.743249 - 1s Epoch 24032/50000 discriminator loss: 1.353974 - generator loss: 0.750666 - 1s Epoch 24033/50000 discriminator loss: 1.347294 - generator loss: 0.749017 - 1s Epoch 24034/50000 discriminator loss: 1.343695 - generator loss: 0.753901 - 1s Epoch 24035/50000 discriminator loss: 1.358091 - generator loss: 0.739380 - 1s Epoch 24036/50000 discriminator loss: 1.356739 - generator loss: 0.746996 - 1s Epoch 24037/50000 discriminator loss: 1.357686 - generator loss: 0.738504 - 1s Epoch 24038/50000 discriminator loss: 1.349676 - generator loss: 0.749219 - 1s Epoch 24039/50000 discriminator loss: 1.352662 - generator loss: 0.743409 - 1s Epoch 24040/50000 discriminator loss: 1.364019 - generator loss: 0.734277 - 1s Epoch 24041/50000 discriminator loss: 1.365407 - generator loss: 0.738728 - 1s Epoch 24042/50000 discriminator loss: 1.345691 - generator loss: 0.761007 - 1s Epoch 24043/50000 discriminator loss: 1.349097 - generator loss: 0.758106 - 1s Epoch 24044/50000 discriminator loss: 1.349888 - generator loss: 0.758206 - 1s Epoch 24045/50000 discriminator loss: 1.350792 - generator loss: 0.736990 - 1s Epoch 24046/50000 discriminator loss: 1.355673 - generator loss: 0.736790 - 1s Epoch 24047/50000 discriminator loss: 1.351011 - generator loss: 0.741820 - 1s Epoch 24048/50000 discriminator loss: 1.339272 - generator loss: 0.748392 - 1s Epoch 24049/50000 discriminator loss: 1.347975 - generator loss: 0.747183 - 1s Epoch 24050/50000 discriminator loss: 1.362561 - generator loss: 0.742501 - 1s Epoch 24051/50000 discriminator loss: 1.353270 - generator loss: 0.752424 - 1s Epoch 24052/50000 discriminator loss: 1.346113 - generator loss: 0.749273 - 1s Epoch 24053/50000 discriminator loss: 1.351406 - generator loss: 0.754159 - 1s Epoch 24054/50000 discriminator loss: 1.349972 - generator loss: 0.745829 - 1s Epoch 24055/50000 discriminator loss: 1.356824 - generator loss: 0.740577 - 1s Epoch 24056/50000 discriminator loss: 1.357676 - generator loss: 0.741765 - 1s Epoch 24057/50000 discriminator loss: 1.362584 - generator loss: 0.736888 - 1s Epoch 24058/50000 discriminator loss: 1.341426 - generator loss: 0.753013 - 1s Epoch 24059/50000 discriminator loss: 1.357133 - generator loss: 0.744978 - 1s Epoch 24060/50000 discriminator loss: 1.355270 - generator loss: 0.741812 - 1s Epoch 24061/50000 discriminator loss: 1.351807 - generator loss: 0.749579 - 1s Epoch 24062/50000 discriminator loss: 1.346846 - generator loss: 0.761022 - 1s Epoch 24063/50000 discriminator loss: 1.351023 - generator loss: 0.750931 - 1s Epoch 24064/50000 discriminator loss: 1.354550 - generator loss: 0.748511 - 1s Epoch 24065/50000 discriminator loss: 1.365965 - generator loss: 0.734909 - 1s Epoch 24066/50000 discriminator loss: 1.365217 - 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generator loss: 0.737942 - 1s Epoch 24899/50000 discriminator loss: 1.349507 - generator loss: 0.745419 - 1s Epoch 24900/50000 discriminator loss: 1.354441 - generator loss: 0.744819 - 1s Epoch 24901/50000 discriminator loss: 1.347927 - generator loss: 0.747358 - 1s Epoch 24902/50000 discriminator loss: 1.354784 - generator loss: 0.746862 - 1s Epoch 24903/50000 discriminator loss: 1.357077 - generator loss: 0.748066 - 1s Epoch 24904/50000 discriminator loss: 1.346301 - generator loss: 0.750919 - 1s Epoch 24905/50000 discriminator loss: 1.346382 - generator loss: 0.749902 - 1s Epoch 24906/50000 discriminator loss: 1.356823 - generator loss: 0.744211 - 1s Epoch 24907/50000 discriminator loss: 1.343888 - generator loss: 0.745568 - 1s Epoch 24908/50000 discriminator loss: 1.352817 - generator loss: 0.744704 - 1s Epoch 24909/50000 discriminator loss: 1.362368 - generator loss: 0.738504 - 1s Epoch 24910/50000 discriminator loss: 1.356295 - generator loss: 0.747858 - 1s Epoch 24911/50000 discriminator loss: 1.338864 - 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generator loss: 0.746775 - 1s Epoch 24990/50000 discriminator loss: 1.348575 - generator loss: 0.750355 - 1s Epoch 24991/50000 discriminator loss: 1.356753 - generator loss: 0.738894 - 1s Epoch 24992/50000 discriminator loss: 1.354825 - generator loss: 0.741260 - 1s Epoch 24993/50000 discriminator loss: 1.356729 - generator loss: 0.741115 - 1s Epoch 24994/50000 discriminator loss: 1.357084 - generator loss: 0.744948 - 1s Epoch 24995/50000 discriminator loss: 1.357050 - generator loss: 0.743214 - 1s Epoch 24996/50000 discriminator loss: 1.363582 - generator loss: 0.740814 - 1s Epoch 24997/50000 discriminator loss: 1.347807 - generator loss: 0.750270 - 1s Epoch 24998/50000 discriminator loss: 1.356972 - generator loss: 0.742744 - 1s Epoch 24999/50000 discriminator loss: 1.346912 - generator loss: 0.751544 - 1s Epoch 25000/50000 discriminator loss: 1.352699 - generator loss: 0.748118 - 1s Epoch 25001/50000 discriminator loss: 1.347442 - generator loss: 0.748079 - 1s
Loss:
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generator loss: 0.746476 - 1s Epoch 25028/50000 discriminator loss: 1.347754 - generator loss: 0.739621 - 1s Epoch 25029/50000 discriminator loss: 1.354689 - generator loss: 0.742795 - 1s Epoch 25030/50000 discriminator loss: 1.351966 - generator loss: 0.752543 - 1s Epoch 25031/50000 discriminator loss: 1.360339 - generator loss: 0.740578 - 1s Epoch 25032/50000 discriminator loss: 1.360373 - generator loss: 0.738077 - 1s Epoch 25033/50000 discriminator loss: 1.349887 - generator loss: 0.747545 - 1s Epoch 25034/50000 discriminator loss: 1.351441 - generator loss: 0.754021 - 1s Epoch 25035/50000 discriminator loss: 1.347719 - generator loss: 0.752695 - 1s Epoch 25036/50000 discriminator loss: 1.352896 - generator loss: 0.745265 - 1s Epoch 25037/50000 discriminator loss: 1.357689 - generator loss: 0.739008 - 1s Epoch 25038/50000 discriminator loss: 1.352587 - generator loss: 0.745316 - 1s Epoch 25039/50000 discriminator loss: 1.350113 - generator loss: 0.741702 - 1s Epoch 25040/50000 discriminator loss: 1.353899 - generator loss: 0.747137 - 1s Epoch 25041/50000 discriminator loss: 1.355757 - generator loss: 0.747181 - 1s Epoch 25042/50000 discriminator loss: 1.355714 - generator loss: 0.741795 - 1s Epoch 25043/50000 discriminator loss: 1.346710 - generator loss: 0.760718 - 1s Epoch 25044/50000 discriminator loss: 1.347466 - generator loss: 0.745387 - 1s Epoch 25045/50000 discriminator loss: 1.355779 - generator loss: 0.743885 - 1s Epoch 25046/50000 discriminator loss: 1.351406 - generator loss: 0.744161 - 1s Epoch 25047/50000 discriminator loss: 1.355265 - generator loss: 0.740420 - 1s Epoch 25048/50000 discriminator loss: 1.354264 - generator loss: 0.742399 - 1s Epoch 25049/50000 discriminator loss: 1.344182 - generator loss: 0.756225 - 1s Epoch 25050/50000 discriminator loss: 1.356950 - generator loss: 0.740589 - 1s Epoch 25051/50000 discriminator loss: 1.356680 - generator loss: 0.749390 - 1s Epoch 25052/50000 discriminator loss: 1.353102 - generator loss: 0.745796 - 1s Epoch 25053/50000 discriminator loss: 1.345504 - generator loss: 0.749643 - 1s Epoch 25054/50000 discriminator loss: 1.351559 - generator loss: 0.748379 - 1s Epoch 25055/50000 discriminator loss: 1.361459 - generator loss: 0.745005 - 1s Epoch 25056/50000 discriminator loss: 1.354676 - generator loss: 0.742661 - 1s Epoch 25057/50000 discriminator loss: 1.342357 - generator loss: 0.755423 - 1s Epoch 25058/50000 discriminator loss: 1.345167 - generator loss: 0.747364 - 1s Epoch 25059/50000 discriminator loss: 1.354450 - generator loss: 0.739940 - 1s Epoch 25060/50000 discriminator loss: 1.363384 - generator loss: 0.736443 - 1s Epoch 25061/50000 discriminator loss: 1.363358 - generator loss: 0.749809 - 1s Epoch 25062/50000 discriminator loss: 1.346875 - generator loss: 0.756643 - 1s Epoch 25063/50000 discriminator loss: 1.343151 - generator loss: 0.756249 - 1s Epoch 25064/50000 discriminator loss: 1.353954 - generator loss: 0.742254 - 1s Epoch 25065/50000 discriminator loss: 1.362446 - generator loss: 0.731127 - 1s Epoch 25066/50000 discriminator loss: 1.352942 - generator loss: 0.744084 - 1s Epoch 25067/50000 discriminator loss: 1.342749 - generator loss: 0.750274 - 1s Epoch 25068/50000 discriminator loss: 1.344721 - generator loss: 0.750537 - 1s Epoch 25069/50000 discriminator loss: 1.358938 - generator loss: 0.746287 - 1s Epoch 25070/50000 discriminator loss: 1.355310 - generator loss: 0.742053 - 1s Epoch 25071/50000 discriminator loss: 1.347113 - generator loss: 0.755880 - 1s Epoch 25072/50000 discriminator loss: 1.348777 - generator loss: 0.747373 - 1s Epoch 25073/50000 discriminator loss: 1.351546 - generator loss: 0.745771 - 1s Epoch 25074/50000 discriminator loss: 1.354268 - generator loss: 0.745568 - 1s Epoch 25075/50000 discriminator loss: 1.347579 - generator loss: 0.745596 - 1s Epoch 25076/50000 discriminator loss: 1.351056 - generator loss: 0.744571 - 1s Epoch 25077/50000 discriminator loss: 1.341413 - generator loss: 0.757203 - 1s Epoch 25078/50000 discriminator loss: 1.356509 - generator loss: 0.740531 - 1s Epoch 25079/50000 discriminator loss: 1.366019 - generator loss: 0.736642 - 1s Epoch 25080/50000 discriminator loss: 1.355644 - generator loss: 0.743842 - 1s Epoch 25081/50000 discriminator loss: 1.351741 - generator loss: 0.752999 - 1s Epoch 25082/50000 discriminator loss: 1.345369 - generator loss: 0.752241 - 1s Epoch 25083/50000 discriminator loss: 1.349547 - generator loss: 0.753259 - 1s Epoch 25084/50000 discriminator loss: 1.350198 - generator loss: 0.749865 - 1s Epoch 25085/50000 discriminator loss: 1.350629 - generator loss: 0.739664 - 1s Epoch 25086/50000 discriminator loss: 1.340233 - generator loss: 0.752553 - 1s Epoch 25087/50000 discriminator loss: 1.356558 - generator loss: 0.738926 - 1s Epoch 25088/50000 discriminator loss: 1.351291 - generator loss: 0.739699 - 1s Epoch 25089/50000 discriminator loss: 1.360372 - generator loss: 0.751352 - 1s Epoch 25090/50000 discriminator loss: 1.351603 - generator loss: 0.753192 - 1s Epoch 25091/50000 discriminator loss: 1.345621 - generator loss: 0.758819 - 1s Epoch 25092/50000 discriminator loss: 1.347509 - generator loss: 0.749873 - 1s Epoch 25093/50000 discriminator loss: 1.354811 - generator loss: 0.743633 - 1s Epoch 25094/50000 discriminator loss: 1.363310 - generator loss: 0.735426 - 1s Epoch 25095/50000 discriminator loss: 1.350172 - generator loss: 0.736008 - 1s Epoch 25096/50000 discriminator loss: 1.348546 - generator loss: 0.748566 - 1s Epoch 25097/50000 discriminator loss: 1.354174 - generator loss: 0.750022 - 1s Epoch 25098/50000 discriminator loss: 1.366366 - generator loss: 0.735965 - 1s Epoch 25099/50000 discriminator loss: 1.359728 - generator loss: 0.746658 - 1s Epoch 25100/50000 discriminator loss: 1.346957 - generator loss: 0.753774 - 1s Epoch 25101/50000 discriminator loss: 1.346768 - generator loss: 0.753977 - 1s Epoch 25102/50000 discriminator loss: 1.351084 - generator loss: 0.746616 - 1s Epoch 25103/50000 discriminator loss: 1.354939 - generator loss: 0.744096 - 1s Epoch 25104/50000 discriminator loss: 1.351142 - generator loss: 0.746134 - 1s Epoch 25105/50000 discriminator loss: 1.335852 - 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generator loss: 0.745374 - 1s Epoch 25938/50000 discriminator loss: 1.353801 - generator loss: 0.742376 - 1s Epoch 25939/50000 discriminator loss: 1.348520 - generator loss: 0.754662 - 1s Epoch 25940/50000 discriminator loss: 1.360605 - generator loss: 0.744004 - 1s Epoch 25941/50000 discriminator loss: 1.341946 - generator loss: 0.762558 - 1s Epoch 25942/50000 discriminator loss: 1.344497 - generator loss: 0.759244 - 1s Epoch 25943/50000 discriminator loss: 1.355532 - generator loss: 0.743042 - 1s Epoch 25944/50000 discriminator loss: 1.357230 - generator loss: 0.737145 - 1s Epoch 25945/50000 discriminator loss: 1.348413 - generator loss: 0.742862 - 1s Epoch 25946/50000 discriminator loss: 1.344027 - generator loss: 0.747230 - 1s Epoch 25947/50000 discriminator loss: 1.345453 - generator loss: 0.750901 - 1s Epoch 25948/50000 discriminator loss: 1.348448 - generator loss: 0.747722 - 1s Epoch 25949/50000 discriminator loss: 1.348907 - generator loss: 0.758215 - 1s Epoch 25950/50000 discriminator loss: 1.355339 - generator loss: 0.751450 - 1s Epoch 25951/50000 discriminator loss: 1.341398 - generator loss: 0.750093 - 1s Epoch 25952/50000 discriminator loss: 1.350887 - generator loss: 0.743085 - 1s Epoch 25953/50000 discriminator loss: 1.356805 - generator loss: 0.752717 - 1s Epoch 25954/50000 discriminator loss: 1.350299 - generator loss: 0.741352 - 1s Epoch 25955/50000 discriminator loss: 1.340123 - generator loss: 0.755859 - 1s Epoch 25956/50000 discriminator loss: 1.343300 - generator loss: 0.754367 - 1s Epoch 25957/50000 discriminator loss: 1.353837 - generator loss: 0.744355 - 1s Epoch 25958/50000 discriminator loss: 1.352405 - generator loss: 0.741394 - 1s Epoch 25959/50000 discriminator loss: 1.358257 - generator loss: 0.740536 - 1s Epoch 25960/50000 discriminator loss: 1.344378 - generator loss: 0.754902 - 1s Epoch 25961/50000 discriminator loss: 1.344068 - generator loss: 0.753620 - 1s Epoch 25962/50000 discriminator loss: 1.337940 - generator loss: 0.766521 - 1s Epoch 25963/50000 discriminator loss: 1.344414 - generator loss: 0.753568 - 1s Epoch 25964/50000 discriminator loss: 1.358443 - generator loss: 0.739102 - 1s Epoch 25965/50000 discriminator loss: 1.355114 - generator loss: 0.742768 - 1s Epoch 25966/50000 discriminator loss: 1.348417 - generator loss: 0.750050 - 1s Epoch 25967/50000 discriminator loss: 1.345816 - generator loss: 0.748588 - 1s Epoch 25968/50000 discriminator loss: 1.351004 - generator loss: 0.744868 - 1s Epoch 25969/50000 discriminator loss: 1.362384 - generator loss: 0.747279 - 1s Epoch 25970/50000 discriminator loss: 1.349178 - generator loss: 0.753845 - 1s Epoch 25971/50000 discriminator loss: 1.337645 - generator loss: 0.756434 - 1s Epoch 25972/50000 discriminator loss: 1.352518 - generator loss: 0.751841 - 1s Epoch 25973/50000 discriminator loss: 1.357931 - generator loss: 0.739301 - 1s Epoch 25974/50000 discriminator loss: 1.363829 - generator loss: 0.737885 - 1s Epoch 25975/50000 discriminator loss: 1.355927 - generator loss: 0.748428 - 1s Epoch 25976/50000 discriminator loss: 1.344214 - generator loss: 0.750117 - 1s Epoch 25977/50000 discriminator loss: 1.349146 - generator loss: 0.750163 - 1s Epoch 25978/50000 discriminator loss: 1.356370 - generator loss: 0.737020 - 1s Epoch 25979/50000 discriminator loss: 1.350311 - generator loss: 0.750395 - 1s Epoch 25980/50000 discriminator loss: 1.348061 - generator loss: 0.748170 - 1s Epoch 25981/50000 discriminator loss: 1.343134 - generator loss: 0.760723 - 1s Epoch 25982/50000 discriminator loss: 1.345421 - generator loss: 0.756118 - 1s Epoch 25983/50000 discriminator loss: 1.362693 - generator loss: 0.738987 - 1s Epoch 25984/50000 discriminator loss: 1.364420 - generator loss: 0.736555 - 1s Epoch 25985/50000 discriminator loss: 1.353146 - generator loss: 0.741633 - 1s Epoch 25986/50000 discriminator loss: 1.343067 - generator loss: 0.753574 - 1s Epoch 25987/50000 discriminator loss: 1.347799 - generator loss: 0.741625 - 1s Epoch 25988/50000 discriminator loss: 1.357183 - generator loss: 0.752917 - 1s Epoch 25989/50000 discriminator loss: 1.355806 - generator loss: 0.748558 - 1s Epoch 25990/50000 discriminator loss: 1.357029 - generator loss: 0.741002 - 1s Epoch 25991/50000 discriminator loss: 1.346068 - generator loss: 0.755982 - 1s Epoch 25992/50000 discriminator loss: 1.348943 - generator loss: 0.750513 - 1s Epoch 25993/50000 discriminator loss: 1.356055 - generator loss: 0.740855 - 1s Epoch 25994/50000 discriminator loss: 1.354805 - generator loss: 0.744642 - 1s Epoch 25995/50000 discriminator loss: 1.357501 - generator loss: 0.736454 - 1s Epoch 25996/50000 discriminator loss: 1.354211 - generator loss: 0.747902 - 1s Epoch 25997/50000 discriminator loss: 1.340759 - generator loss: 0.753064 - 1s Epoch 25998/50000 discriminator loss: 1.349580 - generator loss: 0.747194 - 1s Epoch 25999/50000 discriminator loss: 1.358200 - generator loss: 0.747647 - 1s Epoch 26000/50000 discriminator loss: 1.344622 - generator loss: 0.755836 - 1s Epoch 26001/50000 discriminator loss: 1.351684 - generator loss: 0.750413 - 1s
Loss:
Epoch 26002/50000 discriminator loss: 1.346612 - generator loss: 0.748869 - 1s Epoch 26003/50000 discriminator loss: 1.357793 - generator loss: 0.741525 - 1s Epoch 26004/50000 discriminator loss: 1.352485 - generator loss: 0.742202 - 1s Epoch 26005/50000 discriminator loss: 1.342476 - generator loss: 0.744567 - 1s Epoch 26006/50000 discriminator loss: 1.339620 - generator loss: 0.753446 - 1s Epoch 26007/50000 discriminator loss: 1.350068 - generator loss: 0.747624 - 1s Epoch 26008/50000 discriminator loss: 1.356619 - generator loss: 0.745311 - 1s Epoch 26009/50000 discriminator loss: 1.346929 - generator loss: 0.754552 - 1s Epoch 26010/50000 discriminator loss: 1.354863 - generator loss: 0.744375 - 1s Epoch 26011/50000 discriminator loss: 1.346907 - generator loss: 0.753565 - 1s Epoch 26012/50000 discriminator loss: 1.348251 - generator loss: 0.746670 - 1s Epoch 26013/50000 discriminator loss: 1.355361 - generator loss: 0.746687 - 1s Epoch 26014/50000 discriminator loss: 1.350776 - generator loss: 0.742307 - 1s Epoch 26015/50000 discriminator loss: 1.345536 - generator loss: 0.753841 - 1s Epoch 26016/50000 discriminator loss: 1.342991 - generator loss: 0.744969 - 1s Epoch 26017/50000 discriminator loss: 1.350830 - generator loss: 0.753884 - 1s Epoch 26018/50000 discriminator loss: 1.356552 - generator loss: 0.741936 - 1s Epoch 26019/50000 discriminator loss: 1.352009 - generator loss: 0.752974 - 1s Epoch 26020/50000 discriminator loss: 1.350175 - generator loss: 0.752320 - 1s Epoch 26021/50000 discriminator loss: 1.345291 - generator loss: 0.749034 - 1s Epoch 26022/50000 discriminator loss: 1.349316 - generator loss: 0.749521 - 1s Epoch 26023/50000 discriminator loss: 1.355097 - generator loss: 0.738848 - 1s Epoch 26024/50000 discriminator loss: 1.349729 - generator loss: 0.749959 - 1s Epoch 26025/50000 discriminator loss: 1.338228 - generator loss: 0.757393 - 1s Epoch 26026/50000 discriminator loss: 1.351156 - generator loss: 0.742402 - 1s Epoch 26027/50000 discriminator loss: 1.358471 - generator loss: 0.740973 - 1s Epoch 26028/50000 discriminator loss: 1.359803 - generator loss: 0.743236 - 1s Epoch 26029/50000 discriminator loss: 1.351218 - generator loss: 0.751511 - 1s Epoch 26030/50000 discriminator loss: 1.348895 - generator loss: 0.750841 - 1s Epoch 26031/50000 discriminator loss: 1.357463 - generator loss: 0.746397 - 1s Epoch 26032/50000 discriminator loss: 1.362058 - generator loss: 0.736773 - 1s Epoch 26033/50000 discriminator loss: 1.357565 - generator loss: 0.739255 - 1s Epoch 26034/50000 discriminator loss: 1.347151 - generator loss: 0.746190 - 1s Epoch 26035/50000 discriminator loss: 1.343080 - generator loss: 0.756116 - 1s Epoch 26036/50000 discriminator loss: 1.361939 - generator loss: 0.738550 - 1s Epoch 26037/50000 discriminator loss: 1.362060 - generator loss: 0.736748 - 1s Epoch 26038/50000 discriminator loss: 1.355580 - generator loss: 0.753246 - 1s Epoch 26039/50000 discriminator loss: 1.351403 - generator loss: 0.751543 - 1s Epoch 26040/50000 discriminator loss: 1.351796 - generator loss: 0.745795 - 1s Epoch 26041/50000 discriminator loss: 1.356219 - generator loss: 0.737158 - 1s Epoch 26042/50000 discriminator loss: 1.364994 - generator loss: 0.736208 - 1s Epoch 26043/50000 discriminator loss: 1.352130 - generator loss: 0.746664 - 1s Epoch 26044/50000 discriminator loss: 1.351725 - generator loss: 0.745943 - 1s Epoch 26045/50000 discriminator loss: 1.345789 - generator loss: 0.754129 - 1s Epoch 26046/50000 discriminator loss: 1.357283 - generator loss: 0.743249 - 1s Epoch 26047/50000 discriminator loss: 1.353818 - generator loss: 0.749438 - 1s Epoch 26048/50000 discriminator loss: 1.348515 - generator loss: 0.743587 - 1s Epoch 26049/50000 discriminator loss: 1.342988 - generator loss: 0.757139 - 1s Epoch 26050/50000 discriminator loss: 1.353401 - generator loss: 0.753021 - 1s Epoch 26051/50000 discriminator loss: 1.351197 - generator loss: 0.749355 - 1s Epoch 26052/50000 discriminator loss: 1.358072 - generator loss: 0.739631 - 1s Epoch 26053/50000 discriminator loss: 1.354304 - generator loss: 0.742480 - 1s Epoch 26054/50000 discriminator loss: 1.345079 - generator loss: 0.748259 - 1s Epoch 26055/50000 discriminator loss: 1.347878 - generator loss: 0.743648 - 1s Epoch 26056/50000 discriminator loss: 1.342420 - generator loss: 0.751377 - 1s Epoch 26057/50000 discriminator loss: 1.355663 - generator loss: 0.746296 - 1s Epoch 26058/50000 discriminator loss: 1.354630 - generator loss: 0.755906 - 1s Epoch 26059/50000 discriminator loss: 1.349753 - generator loss: 0.749432 - 1s Epoch 26060/50000 discriminator loss: 1.351200 - generator loss: 0.747853 - 1s Epoch 26061/50000 discriminator loss: 1.352289 - generator loss: 0.743786 - 1s Epoch 26062/50000 discriminator loss: 1.364148 - generator loss: 0.732257 - 1s Epoch 26063/50000 discriminator loss: 1.352473 - generator loss: 0.747557 - 1s Epoch 26064/50000 discriminator loss: 1.348327 - generator loss: 0.747642 - 1s Epoch 26065/50000 discriminator loss: 1.349736 - generator loss: 0.749617 - 1s Epoch 26066/50000 discriminator loss: 1.354157 - generator loss: 0.750517 - 1s Epoch 26067/50000 discriminator loss: 1.359961 - generator loss: 0.746575 - 1s Epoch 26068/50000 discriminator loss: 1.353609 - generator loss: 0.743819 - 1s Epoch 26069/50000 discriminator loss: 1.342193 - generator loss: 0.760811 - 1s Epoch 26070/50000 discriminator loss: 1.352475 - generator loss: 0.745204 - 1s Epoch 26071/50000 discriminator loss: 1.362316 - generator loss: 0.737942 - 1s Epoch 26072/50000 discriminator loss: 1.356346 - generator loss: 0.746103 - 1s Epoch 26073/50000 discriminator loss: 1.348358 - generator loss: 0.745468 - 1s Epoch 26074/50000 discriminator loss: 1.342093 - generator loss: 0.757311 - 1s Epoch 26075/50000 discriminator loss: 1.353582 - generator loss: 0.746794 - 1s Epoch 26076/50000 discriminator loss: 1.355288 - generator loss: 0.745283 - 1s Epoch 26077/50000 discriminator loss: 1.350343 - generator loss: 0.747708 - 1s Epoch 26078/50000 discriminator loss: 1.355114 - generator loss: 0.752659 - 1s Epoch 26079/50000 discriminator loss: 1.344739 - generator loss: 0.757276 - 1s Epoch 26080/50000 discriminator loss: 1.345903 - generator loss: 0.752114 - 1s Epoch 26081/50000 discriminator loss: 1.349112 - generator loss: 0.746208 - 1s Epoch 26082/50000 discriminator loss: 1.353057 - generator loss: 0.749873 - 1s Epoch 26083/50000 discriminator loss: 1.341269 - generator loss: 0.749454 - 1s Epoch 26084/50000 discriminator loss: 1.340526 - generator loss: 0.750571 - 1s Epoch 26085/50000 discriminator loss: 1.342302 - generator loss: 0.759794 - 1s Epoch 26086/50000 discriminator loss: 1.351497 - generator loss: 0.747301 - 1s Epoch 26087/50000 discriminator loss: 1.357311 - generator loss: 0.743007 - 1s Epoch 26088/50000 discriminator loss: 1.347914 - generator loss: 0.750656 - 1s Epoch 26089/50000 discriminator loss: 1.349261 - generator loss: 0.754437 - 1s Epoch 26090/50000 discriminator loss: 1.343198 - generator loss: 0.750363 - 1s Epoch 26091/50000 discriminator loss: 1.353310 - generator loss: 0.740861 - 1s Epoch 26092/50000 discriminator loss: 1.347723 - generator loss: 0.744789 - 1s Epoch 26093/50000 discriminator loss: 1.349025 - generator loss: 0.751242 - 1s Epoch 26094/50000 discriminator loss: 1.353574 - generator loss: 0.744567 - 1s Epoch 26095/50000 discriminator loss: 1.354932 - generator loss: 0.747644 - 1s Epoch 26096/50000 discriminator loss: 1.359390 - generator loss: 0.742243 - 1s Epoch 26097/50000 discriminator loss: 1.352312 - generator loss: 0.750173 - 1s Epoch 26098/50000 discriminator loss: 1.347883 - generator loss: 0.751496 - 1s Epoch 26099/50000 discriminator loss: 1.345343 - generator loss: 0.753935 - 1s Epoch 26100/50000 discriminator loss: 1.351624 - generator loss: 0.749435 - 1s Epoch 26101/50000 discriminator loss: 1.356052 - generator loss: 0.743924 - 1s Epoch 26102/50000 discriminator loss: 1.349570 - generator loss: 0.743880 - 1s Epoch 26103/50000 discriminator loss: 1.347458 - generator loss: 0.743082 - 1s Epoch 26104/50000 discriminator loss: 1.345972 - generator loss: 0.760062 - 1s Epoch 26105/50000 discriminator loss: 1.340549 - generator loss: 0.754729 - 1s Epoch 26106/50000 discriminator loss: 1.350418 - generator loss: 0.740309 - 1s Epoch 26107/50000 discriminator loss: 1.354899 - generator loss: 0.749406 - 1s Epoch 26108/50000 discriminator loss: 1.345632 - generator loss: 0.754393 - 1s Epoch 26109/50000 discriminator loss: 1.337666 - generator loss: 0.764786 - 1s Epoch 26110/50000 discriminator loss: 1.350299 - generator loss: 0.748043 - 1s Epoch 26111/50000 discriminator loss: 1.350037 - generator loss: 0.743987 - 1s Epoch 26112/50000 discriminator loss: 1.352261 - generator loss: 0.736814 - 1s Epoch 26113/50000 discriminator loss: 1.348873 - generator loss: 0.750107 - 1s Epoch 26114/50000 discriminator loss: 1.345551 - generator loss: 0.748258 - 1s Epoch 26115/50000 discriminator loss: 1.349379 - generator loss: 0.752436 - 1s Epoch 26116/50000 discriminator loss: 1.353226 - generator loss: 0.749585 - 1s Epoch 26117/50000 discriminator loss: 1.358716 - generator loss: 0.744926 - 1s Epoch 26118/50000 discriminator loss: 1.352634 - generator loss: 0.755710 - 1s Epoch 26119/50000 discriminator loss: 1.340729 - generator loss: 0.753392 - 1s Epoch 26120/50000 discriminator loss: 1.351017 - generator loss: 0.751111 - 1s Epoch 26121/50000 discriminator loss: 1.357210 - generator loss: 0.736809 - 1s Epoch 26122/50000 discriminator loss: 1.350700 - generator loss: 0.748542 - 1s Epoch 26123/50000 discriminator loss: 1.347868 - generator loss: 0.747392 - 1s Epoch 26124/50000 discriminator loss: 1.353132 - generator loss: 0.746128 - 1s Epoch 26125/50000 discriminator loss: 1.350394 - generator loss: 0.750488 - 1s Epoch 26126/50000 discriminator loss: 1.351149 - generator loss: 0.751596 - 1s Epoch 26127/50000 discriminator loss: 1.352011 - generator loss: 0.739695 - 1s Epoch 26128/50000 discriminator loss: 1.349256 - generator loss: 0.753780 - 1s Epoch 26129/50000 discriminator loss: 1.353565 - generator loss: 0.754596 - 1s Epoch 26130/50000 discriminator loss: 1.350478 - generator loss: 0.754025 - 1s Epoch 26131/50000 discriminator loss: 1.355701 - generator loss: 0.736811 - 1s Epoch 26132/50000 discriminator loss: 1.353120 - generator loss: 0.740707 - 1s Epoch 26133/50000 discriminator loss: 1.339724 - generator loss: 0.749691 - 1s Epoch 26134/50000 discriminator loss: 1.345711 - generator loss: 0.747602 - 1s Epoch 26135/50000 discriminator loss: 1.340731 - generator loss: 0.754555 - 1s Epoch 26136/50000 discriminator loss: 1.357956 - generator loss: 0.744650 - 1s Epoch 26137/50000 discriminator loss: 1.367314 - generator loss: 0.738736 - 1s Epoch 26138/50000 discriminator loss: 1.355130 - generator loss: 0.750987 - 1s Epoch 26139/50000 discriminator loss: 1.342677 - generator loss: 0.755830 - 1s Epoch 26140/50000 discriminator loss: 1.348201 - generator loss: 0.747164 - 1s Epoch 26141/50000 discriminator loss: 1.349349 - generator loss: 0.749879 - 1s Epoch 26142/50000 discriminator loss: 1.353768 - generator loss: 0.737250 - 1s Epoch 26143/50000 discriminator loss: 1.349873 - generator loss: 0.748771 - 1s Epoch 26144/50000 discriminator loss: 1.354218 - 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generator loss: 0.743592 - 1s Epoch 26977/50000 discriminator loss: 1.346310 - generator loss: 0.756833 - 1s Epoch 26978/50000 discriminator loss: 1.350702 - generator loss: 0.758531 - 1s Epoch 26979/50000 discriminator loss: 1.342294 - generator loss: 0.754212 - 1s Epoch 26980/50000 discriminator loss: 1.349609 - generator loss: 0.745462 - 1s Epoch 26981/50000 discriminator loss: 1.353842 - generator loss: 0.744181 - 1s Epoch 26982/50000 discriminator loss: 1.348070 - generator loss: 0.756106 - 1s Epoch 26983/50000 discriminator loss: 1.343023 - generator loss: 0.748712 - 1s Epoch 26984/50000 discriminator loss: 1.332600 - generator loss: 0.750516 - 1s Epoch 26985/50000 discriminator loss: 1.348255 - generator loss: 0.755687 - 1s Epoch 26986/50000 discriminator loss: 1.365208 - generator loss: 0.737853 - 1s Epoch 26987/50000 discriminator loss: 1.355481 - generator loss: 0.744113 - 1s Epoch 26988/50000 discriminator loss: 1.341731 - generator loss: 0.759044 - 1s Epoch 26989/50000 discriminator loss: 1.340795 - 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Loss:
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generator loss: 0.736779 - 1s Epoch 27028/50000 discriminator loss: 1.363415 - generator loss: 0.743722 - 1s Epoch 27029/50000 discriminator loss: 1.347302 - generator loss: 0.753451 - 1s Epoch 27030/50000 discriminator loss: 1.350377 - generator loss: 0.756761 - 1s Epoch 27031/50000 discriminator loss: 1.348342 - generator loss: 0.757288 - 1s Epoch 27032/50000 discriminator loss: 1.360341 - generator loss: 0.741262 - 1s Epoch 27033/50000 discriminator loss: 1.355187 - generator loss: 0.741932 - 1s Epoch 27034/50000 discriminator loss: 1.356745 - generator loss: 0.737357 - 1s Epoch 27035/50000 discriminator loss: 1.348419 - generator loss: 0.752441 - 1s Epoch 27036/50000 discriminator loss: 1.347617 - generator loss: 0.756483 - 1s Epoch 27037/50000 discriminator loss: 1.352319 - generator loss: 0.746040 - 1s Epoch 27038/50000 discriminator loss: 1.354753 - generator loss: 0.750883 - 1s Epoch 27039/50000 discriminator loss: 1.347991 - generator loss: 0.749438 - 1s Epoch 27040/50000 discriminator loss: 1.348922 - generator loss: 0.754665 - 1s Epoch 27041/50000 discriminator loss: 1.355243 - generator loss: 0.746729 - 1s Epoch 27042/50000 discriminator loss: 1.351915 - generator loss: 0.746516 - 1s Epoch 27043/50000 discriminator loss: 1.354191 - generator loss: 0.747533 - 1s Epoch 27044/50000 discriminator loss: 1.355084 - generator loss: 0.740222 - 1s Epoch 27045/50000 discriminator loss: 1.338541 - generator loss: 0.752527 - 1s Epoch 27046/50000 discriminator loss: 1.347243 - generator loss: 0.754802 - 1s Epoch 27047/50000 discriminator loss: 1.351552 - generator loss: 0.744541 - 1s Epoch 27048/50000 discriminator loss: 1.357234 - generator loss: 0.746079 - 1s Epoch 27049/50000 discriminator loss: 1.342340 - generator loss: 0.755776 - 1s Epoch 27050/50000 discriminator loss: 1.343336 - generator loss: 0.755192 - 1s Epoch 27051/50000 discriminator loss: 1.343958 - generator loss: 0.760091 - 1s Epoch 27052/50000 discriminator loss: 1.361481 - generator loss: 0.738967 - 1s Epoch 27053/50000 discriminator loss: 1.354162 - generator loss: 0.750196 - 1s Epoch 27054/50000 discriminator loss: 1.350899 - generator loss: 0.743943 - 1s Epoch 27055/50000 discriminator loss: 1.342350 - generator loss: 0.755869 - 1s Epoch 27056/50000 discriminator loss: 1.345948 - generator loss: 0.745814 - 1s Epoch 27057/50000 discriminator loss: 1.358434 - generator loss: 0.738696 - 1s Epoch 27058/50000 discriminator loss: 1.358620 - generator loss: 0.748558 - 1s Epoch 27059/50000 discriminator loss: 1.340429 - generator loss: 0.765706 - 1s Epoch 27060/50000 discriminator loss: 1.344448 - generator loss: 0.751188 - 1s Epoch 27061/50000 discriminator loss: 1.355051 - generator loss: 0.745582 - 1s Epoch 27062/50000 discriminator loss: 1.347110 - generator loss: 0.749212 - 1s Epoch 27063/50000 discriminator loss: 1.356560 - generator loss: 0.743523 - 1s Epoch 27064/50000 discriminator loss: 1.358435 - generator loss: 0.735509 - 1s Epoch 27065/50000 discriminator loss: 1.350177 - generator loss: 0.754100 - 1s Epoch 27066/50000 discriminator loss: 1.350446 - generator loss: 0.750403 - 1s Epoch 27067/50000 discriminator loss: 1.351638 - generator loss: 0.738772 - 1s Epoch 27068/50000 discriminator loss: 1.354033 - generator loss: 0.746302 - 1s Epoch 27069/50000 discriminator loss: 1.350736 - generator loss: 0.745899 - 1s Epoch 27070/50000 discriminator loss: 1.340995 - generator loss: 0.760704 - 1s Epoch 27071/50000 discriminator loss: 1.350235 - generator loss: 0.750484 - 1s Epoch 27072/50000 discriminator loss: 1.346614 - generator loss: 0.748194 - 1s Epoch 27073/50000 discriminator loss: 1.356458 - generator loss: 0.739932 - 1s Epoch 27074/50000 discriminator loss: 1.354638 - generator loss: 0.744376 - 1s Epoch 27075/50000 discriminator loss: 1.351591 - generator loss: 0.746188 - 1s Epoch 27076/50000 discriminator loss: 1.348894 - generator loss: 0.750004 - 1s Epoch 27077/50000 discriminator loss: 1.355116 - generator loss: 0.742230 - 1s Epoch 27078/50000 discriminator loss: 1.350942 - generator loss: 0.750747 - 1s Epoch 27079/50000 discriminator loss: 1.345701 - generator loss: 0.753609 - 1s Epoch 27080/50000 discriminator loss: 1.347322 - generator loss: 0.750090 - 1s Epoch 27081/50000 discriminator loss: 1.345631 - generator loss: 0.756486 - 1s Epoch 27082/50000 discriminator loss: 1.344256 - generator loss: 0.751046 - 1s Epoch 27083/50000 discriminator loss: 1.355014 - generator loss: 0.746942 - 1s Epoch 27084/50000 discriminator loss: 1.356851 - generator loss: 0.741029 - 1s Epoch 27085/50000 discriminator loss: 1.351734 - generator loss: 0.746279 - 1s Epoch 27086/50000 discriminator loss: 1.353366 - generator loss: 0.744466 - 1s Epoch 27087/50000 discriminator loss: 1.349901 - generator loss: 0.750648 - 1s Epoch 27088/50000 discriminator loss: 1.353311 - generator loss: 0.743859 - 1s Epoch 27089/50000 discriminator loss: 1.347392 - generator loss: 0.755845 - 1s Epoch 27090/50000 discriminator loss: 1.354815 - generator loss: 0.745456 - 1s Epoch 27091/50000 discriminator loss: 1.350957 - generator loss: 0.749050 - 1s Epoch 27092/50000 discriminator loss: 1.348297 - generator loss: 0.755503 - 1s Epoch 27093/50000 discriminator loss: 1.348719 - generator loss: 0.749994 - 1s Epoch 27094/50000 discriminator loss: 1.354932 - generator loss: 0.743320 - 1s Epoch 27095/50000 discriminator loss: 1.352661 - generator loss: 0.739859 - 1s Epoch 27096/50000 discriminator loss: 1.344467 - generator loss: 0.749155 - 1s Epoch 27097/50000 discriminator loss: 1.345926 - generator loss: 0.747566 - 1s Epoch 27098/50000 discriminator loss: 1.354501 - generator loss: 0.748127 - 1s Epoch 27099/50000 discriminator loss: 1.359148 - generator loss: 0.745623 - 1s Epoch 27100/50000 discriminator loss: 1.353749 - generator loss: 0.746805 - 1s Epoch 27101/50000 discriminator loss: 1.353426 - generator loss: 0.758253 - 1s Epoch 27102/50000 discriminator loss: 1.346703 - generator loss: 0.745991 - 1s Epoch 27103/50000 discriminator loss: 1.348694 - generator loss: 0.751030 - 1s Epoch 27104/50000 discriminator loss: 1.353103 - generator loss: 0.747963 - 1s Epoch 27105/50000 discriminator loss: 1.362693 - generator loss: 0.737667 - 1s Epoch 27106/50000 discriminator loss: 1.342495 - generator loss: 0.753656 - 1s Epoch 27107/50000 discriminator loss: 1.348308 - generator loss: 0.750638 - 1s Epoch 27108/50000 discriminator loss: 1.351330 - generator loss: 0.746828 - 1s Epoch 27109/50000 discriminator loss: 1.341694 - generator loss: 0.756919 - 1s Epoch 27110/50000 discriminator loss: 1.356430 - generator loss: 0.745966 - 1s Epoch 27111/50000 discriminator loss: 1.353045 - generator loss: 0.749050 - 1s Epoch 27112/50000 discriminator loss: 1.343634 - generator loss: 0.752914 - 1s Epoch 27113/50000 discriminator loss: 1.348987 - generator loss: 0.748695 - 1s Epoch 27114/50000 discriminator loss: 1.362561 - generator loss: 0.742641 - 1s Epoch 27115/50000 discriminator loss: 1.349510 - generator loss: 0.750596 - 1s Epoch 27116/50000 discriminator loss: 1.353066 - generator loss: 0.743148 - 1s Epoch 27117/50000 discriminator loss: 1.341374 - generator loss: 0.749696 - 1s Epoch 27118/50000 discriminator loss: 1.359311 - generator loss: 0.746480 - 1s Epoch 27119/50000 discriminator loss: 1.351832 - generator loss: 0.749534 - 1s Epoch 27120/50000 discriminator loss: 1.347097 - generator loss: 0.757899 - 1s Epoch 27121/50000 discriminator loss: 1.351403 - generator loss: 0.748169 - 1s Epoch 27122/50000 discriminator loss: 1.351608 - generator loss: 0.750480 - 1s Epoch 27123/50000 discriminator loss: 1.360980 - generator loss: 0.741592 - 1s Epoch 27124/50000 discriminator loss: 1.353870 - generator loss: 0.745274 - 1s Epoch 27125/50000 discriminator loss: 1.350563 - generator loss: 0.744805 - 1s Epoch 27126/50000 discriminator loss: 1.347921 - generator loss: 0.751525 - 1s Epoch 27127/50000 discriminator loss: 1.342411 - generator loss: 0.760658 - 1s Epoch 27128/50000 discriminator loss: 1.355767 - generator loss: 0.739075 - 1s Epoch 27129/50000 discriminator loss: 1.350413 - generator loss: 0.747331 - 1s Epoch 27130/50000 discriminator loss: 1.358584 - generator loss: 0.747190 - 1s Epoch 27131/50000 discriminator loss: 1.350626 - 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Loss:
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generator loss: 0.737169 - 1s Epoch 28028/50000 discriminator loss: 1.337061 - generator loss: 0.760329 - 1s Epoch 28029/50000 discriminator loss: 1.344893 - generator loss: 0.750116 - 1s Epoch 28030/50000 discriminator loss: 1.355348 - generator loss: 0.746116 - 1s Epoch 28031/50000 discriminator loss: 1.352548 - generator loss: 0.758275 - 1s Epoch 28032/50000 discriminator loss: 1.348614 - generator loss: 0.754681 - 1s Epoch 28033/50000 discriminator loss: 1.346352 - generator loss: 0.749327 - 1s Epoch 28034/50000 discriminator loss: 1.346185 - generator loss: 0.755662 - 1s Epoch 28035/50000 discriminator loss: 1.346438 - generator loss: 0.750895 - 1s Epoch 28036/50000 discriminator loss: 1.352833 - generator loss: 0.744027 - 1s Epoch 28037/50000 discriminator loss: 1.347210 - generator loss: 0.746269 - 1s Epoch 28038/50000 discriminator loss: 1.336510 - generator loss: 0.758390 - 1s Epoch 28039/50000 discriminator loss: 1.347865 - generator loss: 0.748817 - 1s Epoch 28040/50000 discriminator loss: 1.350838 - generator loss: 0.742096 - 1s Epoch 28041/50000 discriminator loss: 1.353372 - generator loss: 0.750660 - 1s Epoch 28042/50000 discriminator loss: 1.348255 - generator loss: 0.760137 - 1s Epoch 28043/50000 discriminator loss: 1.344989 - generator loss: 0.759492 - 1s Epoch 28044/50000 discriminator loss: 1.339470 - generator loss: 0.756537 - 1s Epoch 28045/50000 discriminator loss: 1.350256 - generator loss: 0.752746 - 1s Epoch 28046/50000 discriminator loss: 1.356335 - generator loss: 0.739007 - 1s Epoch 28047/50000 discriminator loss: 1.337803 - generator loss: 0.756530 - 1s Epoch 28048/50000 discriminator loss: 1.340990 - generator loss: 0.752367 - 1s Epoch 28049/50000 discriminator loss: 1.338807 - generator loss: 0.755410 - 1s Epoch 28050/50000 discriminator loss: 1.348386 - generator loss: 0.763091 - 1s Epoch 28051/50000 discriminator loss: 1.353896 - generator loss: 0.737424 - 1s Epoch 28052/50000 discriminator loss: 1.353918 - generator loss: 0.757086 - 1s Epoch 28053/50000 discriminator loss: 1.348446 - generator loss: 0.752781 - 1s Epoch 28054/50000 discriminator loss: 1.345435 - generator loss: 0.756438 - 1s Epoch 28055/50000 discriminator loss: 1.358368 - generator loss: 0.740159 - 1s Epoch 28056/50000 discriminator loss: 1.351920 - generator loss: 0.747946 - 1s Epoch 28057/50000 discriminator loss: 1.353385 - generator loss: 0.748829 - 1s Epoch 28058/50000 discriminator loss: 1.351732 - generator loss: 0.740995 - 1s Epoch 28059/50000 discriminator loss: 1.343694 - generator loss: 0.754953 - 1s Epoch 28060/50000 discriminator loss: 1.356033 - generator loss: 0.742333 - 1s Epoch 28061/50000 discriminator loss: 1.351176 - generator loss: 0.748842 - 1s Epoch 28062/50000 discriminator loss: 1.350694 - generator loss: 0.756404 - 1s Epoch 28063/50000 discriminator loss: 1.348765 - generator loss: 0.754766 - 1s Epoch 28064/50000 discriminator loss: 1.349720 - generator loss: 0.752221 - 1s Epoch 28065/50000 discriminator loss: 1.351342 - generator loss: 0.752441 - 1s Epoch 28066/50000 discriminator loss: 1.367913 - generator loss: 0.731452 - 1s Epoch 28067/50000 discriminator loss: 1.355952 - generator loss: 0.745087 - 1s Epoch 28068/50000 discriminator loss: 1.342707 - generator loss: 0.752717 - 1s Epoch 28069/50000 discriminator loss: 1.349175 - generator loss: 0.752793 - 1s Epoch 28070/50000 discriminator loss: 1.351744 - generator loss: 0.742820 - 1s Epoch 28071/50000 discriminator loss: 1.359853 - generator loss: 0.749045 - 1s Epoch 28072/50000 discriminator loss: 1.355270 - generator loss: 0.745256 - 1s Epoch 28073/50000 discriminator loss: 1.347711 - generator loss: 0.752296 - 1s Epoch 28074/50000 discriminator loss: 1.346846 - generator loss: 0.749790 - 1s Epoch 28075/50000 discriminator loss: 1.344535 - generator loss: 0.757467 - 1s Epoch 28076/50000 discriminator loss: 1.356859 - generator loss: 0.736249 - 1s Epoch 28077/50000 discriminator loss: 1.351558 - generator loss: 0.750393 - 1s Epoch 28078/50000 discriminator loss: 1.342396 - generator loss: 0.752503 - 1s Epoch 28079/50000 discriminator loss: 1.341439 - generator loss: 0.759056 - 1s Epoch 28080/50000 discriminator loss: 1.340305 - generator loss: 0.749024 - 1s Epoch 28081/50000 discriminator loss: 1.361463 - generator loss: 0.737865 - 1s Epoch 28082/50000 discriminator loss: 1.358633 - generator loss: 0.742252 - 1s Epoch 28083/50000 discriminator loss: 1.352329 - generator loss: 0.755503 - 1s Epoch 28084/50000 discriminator loss: 1.343995 - generator loss: 0.753933 - 1s Epoch 28085/50000 discriminator loss: 1.349732 - generator loss: 0.752419 - 1s Epoch 28086/50000 discriminator loss: 1.348151 - generator loss: 0.751033 - 1s Epoch 28087/50000 discriminator loss: 1.352897 - generator loss: 0.742285 - 1s Epoch 28088/50000 discriminator loss: 1.353080 - generator loss: 0.743592 - 1s Epoch 28089/50000 discriminator loss: 1.342861 - generator loss: 0.756163 - 1s Epoch 28090/50000 discriminator loss: 1.342346 - generator loss: 0.749704 - 1s Epoch 28091/50000 discriminator loss: 1.345645 - generator loss: 0.755832 - 1s Epoch 28092/50000 discriminator loss: 1.348232 - generator loss: 0.748949 - 1s Epoch 28093/50000 discriminator loss: 1.345258 - generator loss: 0.758491 - 1s Epoch 28094/50000 discriminator loss: 1.342077 - generator loss: 0.753184 - 1s Epoch 28095/50000 discriminator loss: 1.344166 - generator loss: 0.753638 - 1s Epoch 28096/50000 discriminator loss: 1.351929 - generator loss: 0.753015 - 1s Epoch 28097/50000 discriminator loss: 1.346342 - generator loss: 0.748817 - 1s Epoch 28098/50000 discriminator loss: 1.349664 - generator loss: 0.742363 - 1s Epoch 28099/50000 discriminator loss: 1.348935 - generator loss: 0.746501 - 1s Epoch 28100/50000 discriminator loss: 1.340640 - generator loss: 0.756502 - 1s Epoch 28101/50000 discriminator loss: 1.345185 - generator loss: 0.747240 - 1s Epoch 28102/50000 discriminator loss: 1.352571 - generator loss: 0.753686 - 1s Epoch 28103/50000 discriminator loss: 1.347660 - generator loss: 0.750924 - 1s Epoch 28104/50000 discriminator loss: 1.349649 - generator loss: 0.753163 - 1s Epoch 28105/50000 discriminator loss: 1.347727 - generator loss: 0.755046 - 1s Epoch 28106/50000 discriminator loss: 1.351233 - generator loss: 0.754637 - 1s Epoch 28107/50000 discriminator loss: 1.345697 - generator loss: 0.743328 - 1s Epoch 28108/50000 discriminator loss: 1.349998 - generator loss: 0.742731 - 1s Epoch 28109/50000 discriminator loss: 1.345259 - generator loss: 0.749341 - 1s Epoch 28110/50000 discriminator loss: 1.350009 - generator loss: 0.748366 - 1s Epoch 28111/50000 discriminator loss: 1.352587 - generator loss: 0.745346 - 1s Epoch 28112/50000 discriminator loss: 1.356785 - generator loss: 0.743019 - 1s Epoch 28113/50000 discriminator loss: 1.351729 - generator loss: 0.757709 - 1s Epoch 28114/50000 discriminator loss: 1.349761 - generator loss: 0.749778 - 1s Epoch 28115/50000 discriminator loss: 1.346598 - generator loss: 0.752278 - 1s Epoch 28116/50000 discriminator loss: 1.339314 - generator loss: 0.758182 - 1s Epoch 28117/50000 discriminator loss: 1.351008 - generator loss: 0.747738 - 1s Epoch 28118/50000 discriminator loss: 1.356686 - generator loss: 0.739837 - 1s Epoch 28119/50000 discriminator loss: 1.347654 - generator loss: 0.747895 - 1s Epoch 28120/50000 discriminator loss: 1.344879 - generator loss: 0.755325 - 1s Epoch 28121/50000 discriminator loss: 1.347890 - generator loss: 0.750524 - 1s Epoch 28122/50000 discriminator loss: 1.356314 - generator loss: 0.743836 - 1s Epoch 28123/50000 discriminator loss: 1.351462 - generator loss: 0.740775 - 1s Epoch 28124/50000 discriminator loss: 1.343560 - generator loss: 0.765562 - 1s Epoch 28125/50000 discriminator loss: 1.342197 - generator loss: 0.755229 - 1s Epoch 28126/50000 discriminator loss: 1.347378 - generator loss: 0.750008 - 1s Epoch 28127/50000 discriminator loss: 1.356650 - generator loss: 0.746468 - 1s Epoch 28128/50000 discriminator loss: 1.350878 - generator loss: 0.746929 - 1s Epoch 28129/50000 discriminator loss: 1.347206 - generator loss: 0.745584 - 1s Epoch 28130/50000 discriminator loss: 1.341352 - generator loss: 0.757064 - 1s Epoch 28131/50000 discriminator loss: 1.350685 - 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generator loss: 0.742609 - 1s Epoch 28990/50000 discriminator loss: 1.349979 - generator loss: 0.747905 - 1s Epoch 28991/50000 discriminator loss: 1.345560 - generator loss: 0.755981 - 1s Epoch 28992/50000 discriminator loss: 1.352346 - generator loss: 0.753437 - 1s Epoch 28993/50000 discriminator loss: 1.349981 - generator loss: 0.746394 - 1s Epoch 28994/50000 discriminator loss: 1.352925 - generator loss: 0.745930 - 1s Epoch 28995/50000 discriminator loss: 1.343621 - generator loss: 0.755262 - 1s Epoch 28996/50000 discriminator loss: 1.343204 - generator loss: 0.750049 - 1s Epoch 28997/50000 discriminator loss: 1.349276 - generator loss: 0.751875 - 1s Epoch 28998/50000 discriminator loss: 1.345574 - generator loss: 0.752068 - 1s Epoch 28999/50000 discriminator loss: 1.350691 - generator loss: 0.752544 - 1s Epoch 29000/50000 discriminator loss: 1.346564 - generator loss: 0.752236 - 1s Epoch 29001/50000 discriminator loss: 1.351056 - generator loss: 0.747956 - 1s
Loss:
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generator loss: 0.747417 - 1s Epoch 29990/50000 discriminator loss: 1.346763 - generator loss: 0.748989 - 1s Epoch 29991/50000 discriminator loss: 1.343565 - generator loss: 0.756461 - 1s Epoch 29992/50000 discriminator loss: 1.348869 - generator loss: 0.757224 - 1s Epoch 29993/50000 discriminator loss: 1.346005 - generator loss: 0.755373 - 1s Epoch 29994/50000 discriminator loss: 1.348989 - generator loss: 0.749331 - 1s Epoch 29995/50000 discriminator loss: 1.357377 - generator loss: 0.743536 - 1s Epoch 29996/50000 discriminator loss: 1.341976 - generator loss: 0.752032 - 1s Epoch 29997/50000 discriminator loss: 1.346171 - generator loss: 0.756162 - 1s Epoch 29998/50000 discriminator loss: 1.346562 - generator loss: 0.744421 - 1s Epoch 29999/50000 discriminator loss: 1.347856 - generator loss: 0.751197 - 1s Epoch 30000/50000 discriminator loss: 1.347511 - generator loss: 0.757894 - 1s Epoch 30001/50000 discriminator loss: 1.349376 - generator loss: 0.756178 - 1s
Loss:
Epoch 30002/50000 discriminator loss: 1.341718 - generator loss: 0.756397 - 1s Epoch 30003/50000 discriminator loss: 1.347157 - generator loss: 0.754586 - 1s Epoch 30004/50000 discriminator loss: 1.357742 - generator loss: 0.741369 - 1s Epoch 30005/50000 discriminator loss: 1.350826 - generator loss: 0.749212 - 1s Epoch 30006/50000 discriminator loss: 1.351979 - generator loss: 0.743552 - 1s Epoch 30007/50000 discriminator loss: 1.337929 - generator loss: 0.755391 - 1s Epoch 30008/50000 discriminator loss: 1.340051 - generator loss: 0.753348 - 1s Epoch 30009/50000 discriminator loss: 1.350089 - generator loss: 0.750518 - 1s Epoch 30010/50000 discriminator loss: 1.354676 - generator loss: 0.752250 - 1s Epoch 30011/50000 discriminator loss: 1.349812 - generator loss: 0.759494 - 1s Epoch 30012/50000 discriminator loss: 1.348603 - generator loss: 0.744045 - 1s Epoch 30013/50000 discriminator loss: 1.343887 - generator loss: 0.754688 - 1s Epoch 30014/50000 discriminator loss: 1.356163 - generator loss: 0.744436 - 1s Epoch 30015/50000 discriminator loss: 1.357385 - generator loss: 0.740373 - 1s Epoch 30016/50000 discriminator loss: 1.355766 - generator loss: 0.744728 - 1s Epoch 30017/50000 discriminator loss: 1.347357 - generator loss: 0.755597 - 1s Epoch 30018/50000 discriminator loss: 1.348848 - generator loss: 0.752443 - 1s Epoch 30019/50000 discriminator loss: 1.354005 - generator loss: 0.750017 - 1s Epoch 30020/50000 discriminator loss: 1.359997 - generator loss: 0.745804 - 1s Epoch 30021/50000 discriminator loss: 1.344655 - generator loss: 0.745529 - 1s Epoch 30022/50000 discriminator loss: 1.335699 - generator loss: 0.759764 - 1s Epoch 30023/50000 discriminator loss: 1.349155 - generator loss: 0.757895 - 1s Epoch 30024/50000 discriminator loss: 1.349562 - generator loss: 0.744076 - 1s Epoch 30025/50000 discriminator loss: 1.354011 - generator loss: 0.748420 - 1s Epoch 30026/50000 discriminator loss: 1.355575 - generator loss: 0.749722 - 1s Epoch 30027/50000 discriminator loss: 1.344239 - generator loss: 0.747178 - 1s Epoch 30028/50000 discriminator loss: 1.349725 - generator loss: 0.744469 - 1s Epoch 30029/50000 discriminator loss: 1.343592 - generator loss: 0.751530 - 1s Epoch 30030/50000 discriminator loss: 1.349630 - generator loss: 0.753826 - 1s Epoch 30031/50000 discriminator loss: 1.345677 - generator loss: 0.758327 - 1s Epoch 30032/50000 discriminator loss: 1.348354 - generator loss: 0.763309 - 1s Epoch 30033/50000 discriminator loss: 1.343628 - generator loss: 0.753366 - 1s Epoch 30034/50000 discriminator loss: 1.348760 - generator loss: 0.751635 - 1s Epoch 30035/50000 discriminator loss: 1.344486 - generator loss: 0.749142 - 1s Epoch 30036/50000 discriminator loss: 1.347666 - generator loss: 0.740777 - 1s Epoch 30037/50000 discriminator loss: 1.347094 - generator loss: 0.753163 - 1s Epoch 30038/50000 discriminator loss: 1.351838 - generator loss: 0.755895 - 1s Epoch 30039/50000 discriminator loss: 1.348715 - generator loss: 0.750254 - 1s Epoch 30040/50000 discriminator loss: 1.347602 - 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Loss:
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1s Epoch 31015/50000 discriminator loss: 1.347118 - generator loss: 0.754607 - 1s Epoch 31016/50000 discriminator loss: 1.347952 - generator loss: 0.754948 - 1s Epoch 31017/50000 discriminator loss: 1.350076 - generator loss: 0.751580 - 1s Epoch 31018/50000 discriminator loss: 1.360792 - generator loss: 0.745942 - 1s Epoch 31019/50000 discriminator loss: 1.352420 - generator loss: 0.746107 - 1s Epoch 31020/50000 discriminator loss: 1.340224 - generator loss: 0.762308 - 1s Epoch 31021/50000 discriminator loss: 1.335911 - generator loss: 0.755820 - 1s Epoch 31022/50000 discriminator loss: 1.339327 - generator loss: 0.764947 - 1s Epoch 31023/50000 discriminator loss: 1.344010 - generator loss: 0.748276 - 1s Epoch 31024/50000 discriminator loss: 1.345007 - generator loss: 0.756011 - 1s Epoch 31025/50000 discriminator loss: 1.342299 - generator loss: 0.753391 - 1s Epoch 31026/50000 discriminator loss: 1.342078 - generator loss: 0.753226 - 1s Epoch 31027/50000 discriminator loss: 1.344960 - generator loss: 0.753685 - 1s Epoch 31028/50000 discriminator loss: 1.349322 - generator loss: 0.757155 - 1s Epoch 31029/50000 discriminator loss: 1.347731 - generator loss: 0.749504 - 1s Epoch 31030/50000 discriminator loss: 1.341341 - generator loss: 0.755424 - 1s Epoch 31031/50000 discriminator loss: 1.342442 - generator loss: 0.762414 - 1s Epoch 31032/50000 discriminator loss: 1.347855 - generator loss: 0.759081 - 1s Epoch 31033/50000 discriminator loss: 1.346218 - generator loss: 0.747631 - 1s Epoch 31034/50000 discriminator loss: 1.334614 - generator loss: 0.761606 - 1s Epoch 31035/50000 discriminator loss: 1.355427 - generator loss: 0.744445 - 1s Epoch 31036/50000 discriminator loss: 1.348724 - generator loss: 0.750512 - 1s Epoch 31037/50000 discriminator loss: 1.344157 - generator loss: 0.757412 - 1s Epoch 31038/50000 discriminator loss: 1.342625 - generator loss: 0.759909 - 1s Epoch 31039/50000 discriminator loss: 1.345272 - generator loss: 0.757316 - 1s Epoch 31040/50000 discriminator loss: 1.349018 - generator loss: 0.744485 - 1s Epoch 31041/50000 discriminator loss: 1.344653 - generator loss: 0.755561 - 1s Epoch 31042/50000 discriminator loss: 1.351361 - generator loss: 0.752837 - 1s Epoch 31043/50000 discriminator loss: 1.341676 - generator loss: 0.754453 - 1s Epoch 31044/50000 discriminator loss: 1.345272 - generator loss: 0.752369 - 1s Epoch 31045/50000 discriminator loss: 1.347017 - generator loss: 0.751716 - 1s Epoch 31046/50000 discriminator loss: 1.343853 - generator loss: 0.755359 - 1s Epoch 31047/50000 discriminator loss: 1.346611 - generator loss: 0.750848 - 1s Epoch 31048/50000 discriminator loss: 1.341152 - generator loss: 0.757316 - 1s Epoch 31049/50000 discriminator loss: 1.347347 - generator loss: 0.750435 - 1s Epoch 31050/50000 discriminator loss: 1.357779 - generator loss: 0.748841 - 1s Epoch 31051/50000 discriminator loss: 1.343678 - generator loss: 0.754657 - 1s Epoch 31052/50000 discriminator loss: 1.341363 - generator loss: 0.759255 - 1s Epoch 31053/50000 discriminator loss: 1.356250 - generator loss: 0.754498 - 1s Epoch 31054/50000 discriminator loss: 1.343328 - generator loss: 0.756138 - 1s Epoch 31055/50000 discriminator loss: 1.347769 - generator loss: 0.747955 - 1s Epoch 31056/50000 discriminator loss: 1.348566 - generator loss: 0.749637 - 1s Epoch 31057/50000 discriminator loss: 1.348599 - generator loss: 0.754633 - 1s Epoch 31058/50000 discriminator loss: 1.340317 - generator loss: 0.756771 - 1s Epoch 31059/50000 discriminator loss: 1.341372 - generator loss: 0.760226 - 1s Epoch 31060/50000 discriminator loss: 1.350225 - generator loss: 0.755857 - 1s Epoch 31061/50000 discriminator loss: 1.354696 - generator loss: 0.744591 - 1s Epoch 31062/50000 discriminator loss: 1.344898 - generator loss: 0.755504 - 1s Epoch 31063/50000 discriminator loss: 1.343110 - generator loss: 0.752198 - 1s Epoch 31064/50000 discriminator loss: 1.343535 - generator loss: 0.757516 - 1s Epoch 31065/50000 discriminator loss: 1.345910 - generator loss: 0.759073 - 1s Epoch 31066/50000 discriminator loss: 1.356013 - generator loss: 0.745618 - 1s Epoch 31067/50000 discriminator loss: 1.362613 - generator loss: 0.738875 - 1s Epoch 31068/50000 discriminator loss: 1.342764 - generator loss: 0.752643 - 1s Epoch 31069/50000 discriminator loss: 1.342880 - generator loss: 0.756015 - 1s Epoch 31070/50000 discriminator loss: 1.347473 - generator loss: 0.752459 - 1s Epoch 31071/50000 discriminator loss: 1.353753 - generator loss: 0.747469 - 1s Epoch 31072/50000 discriminator loss: 1.342721 - generator loss: 0.764130 - 1s Epoch 31073/50000 discriminator loss: 1.347632 - generator loss: 0.754965 - 1s Epoch 31074/50000 discriminator loss: 1.343131 - generator loss: 0.755097 - 1s Epoch 31075/50000 discriminator loss: 1.350869 - generator loss: 0.747422 - 1s Epoch 31076/50000 discriminator loss: 1.348436 - generator loss: 0.748562 - 1s Epoch 31077/50000 discriminator loss: 1.353702 - generator loss: 0.748202 - 1s Epoch 31078/50000 discriminator loss: 1.346357 - generator loss: 0.758278 - 1s Epoch 31079/50000 discriminator loss: 1.347460 - 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Loss:
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generator loss: 0.757750 - 1s Epoch 32028/50000 discriminator loss: 1.350853 - generator loss: 0.748988 - 1s Epoch 32029/50000 discriminator loss: 1.353226 - generator loss: 0.750004 - 1s Epoch 32030/50000 discriminator loss: 1.354366 - generator loss: 0.751686 - 1s Epoch 32031/50000 discriminator loss: 1.356670 - generator loss: 0.748605 - 1s Epoch 32032/50000 discriminator loss: 1.346676 - generator loss: 0.750701 - 1s Epoch 32033/50000 discriminator loss: 1.351123 - generator loss: 0.746709 - 1s Epoch 32034/50000 discriminator loss: 1.342195 - generator loss: 0.755115 - 1s Epoch 32035/50000 discriminator loss: 1.356818 - generator loss: 0.744149 - 1s Epoch 32036/50000 discriminator loss: 1.355041 - generator loss: 0.749304 - 1s Epoch 32037/50000 discriminator loss: 1.355098 - generator loss: 0.750228 - 1s Epoch 32038/50000 discriminator loss: 1.338987 - generator loss: 0.764111 - 1s Epoch 32039/50000 discriminator loss: 1.339797 - generator loss: 0.755585 - 1s Epoch 32040/50000 discriminator loss: 1.352346 - 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Loss:
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Loss:
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generator loss: 0.769025 - 1s Epoch 34119/50000 discriminator loss: 1.341734 - generator loss: 0.750606 - 1s Epoch 34120/50000 discriminator loss: 1.346950 - generator loss: 0.757922 - 1s Epoch 34121/50000 discriminator loss: 1.344812 - generator loss: 0.757940 - 1s Epoch 34122/50000 discriminator loss: 1.349450 - generator loss: 0.761859 - 1s Epoch 34123/50000 discriminator loss: 1.345915 - generator loss: 0.750953 - 1s Epoch 34124/50000 discriminator loss: 1.345012 - generator loss: 0.755690 - 1s Epoch 34125/50000 discriminator loss: 1.345033 - generator loss: 0.753620 - 1s Epoch 34126/50000 discriminator loss: 1.351395 - generator loss: 0.753792 - 1s Epoch 34127/50000 discriminator loss: 1.347085 - generator loss: 0.760801 - 1s Epoch 34128/50000 discriminator loss: 1.348846 - generator loss: 0.753169 - 1s Epoch 34129/50000 discriminator loss: 1.345989 - generator loss: 0.753156 - 1s Epoch 34130/50000 discriminator loss: 1.340363 - generator loss: 0.757133 - 1s Epoch 34131/50000 discriminator loss: 1.348139 - 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Loss:
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Loss:
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generator loss: 0.753471 - 1s Epoch 36028/50000 discriminator loss: 1.342741 - generator loss: 0.761650 - 1s Epoch 36029/50000 discriminator loss: 1.344795 - generator loss: 0.763041 - 1s Epoch 36030/50000 discriminator loss: 1.350297 - generator loss: 0.756416 - 1s Epoch 36031/50000 discriminator loss: 1.331036 - generator loss: 0.772271 - 1s Epoch 36032/50000 discriminator loss: 1.329280 - generator loss: 0.772337 - 1s Epoch 36033/50000 discriminator loss: 1.324019 - generator loss: 0.772506 - 1s Epoch 36034/50000 discriminator loss: 1.337481 - generator loss: 0.759784 - 1s Epoch 36035/50000 discriminator loss: 1.351237 - generator loss: 0.754110 - 1s Epoch 36036/50000 discriminator loss: 1.337380 - generator loss: 0.767868 - 1s Epoch 36037/50000 discriminator loss: 1.347275 - generator loss: 0.756622 - 1s Epoch 36038/50000 discriminator loss: 1.338834 - generator loss: 0.768092 - 1s Epoch 36039/50000 discriminator loss: 1.344102 - generator loss: 0.753274 - 1s Epoch 36040/50000 discriminator loss: 1.344661 - 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generator loss: 0.762619 - 1s Epoch 36054/50000 discriminator loss: 1.342481 - generator loss: 0.765352 - 1s Epoch 36055/50000 discriminator loss: 1.343934 - generator loss: 0.754942 - 1s Epoch 36056/50000 discriminator loss: 1.334298 - generator loss: 0.764447 - 1s Epoch 36057/50000 discriminator loss: 1.337820 - generator loss: 0.768774 - 1s Epoch 36058/50000 discriminator loss: 1.338184 - generator loss: 0.765117 - 1s Epoch 36059/50000 discriminator loss: 1.348178 - generator loss: 0.761629 - 1s Epoch 36060/50000 discriminator loss: 1.351625 - generator loss: 0.757402 - 1s Epoch 36061/50000 discriminator loss: 1.343271 - generator loss: 0.760408 - 1s Epoch 36062/50000 discriminator loss: 1.340179 - generator loss: 0.761671 - 1s Epoch 36063/50000 discriminator loss: 1.346888 - generator loss: 0.751009 - 1s Epoch 36064/50000 discriminator loss: 1.344614 - generator loss: 0.767536 - 1s Epoch 36065/50000 discriminator loss: 1.350439 - generator loss: 0.752805 - 1s Epoch 36066/50000 discriminator loss: 1.351317 - generator loss: 0.757802 - 1s Epoch 36067/50000 discriminator loss: 1.346531 - generator loss: 0.763076 - 1s Epoch 36068/50000 discriminator loss: 1.346523 - generator loss: 0.759804 - 1s Epoch 36069/50000 discriminator loss: 1.352175 - generator loss: 0.749177 - 1s Epoch 36070/50000 discriminator loss: 1.341268 - generator loss: 0.766073 - 1s Epoch 36071/50000 discriminator loss: 1.342444 - generator loss: 0.763015 - 1s Epoch 36072/50000 discriminator loss: 1.335000 - generator loss: 0.768657 - 1s Epoch 36073/50000 discriminator loss: 1.342884 - generator loss: 0.766297 - 1s Epoch 36074/50000 discriminator loss: 1.335730 - generator loss: 0.767104 - 1s Epoch 36075/50000 discriminator loss: 1.346780 - generator loss: 0.760936 - 1s Epoch 36076/50000 discriminator loss: 1.340410 - generator loss: 0.756313 - 1s Epoch 36077/50000 discriminator loss: 1.351695 - generator loss: 0.758277 - 1s Epoch 36078/50000 discriminator loss: 1.332523 - generator loss: 0.770262 - 1s Epoch 36079/50000 discriminator loss: 1.341496 - 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Loss:
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Loss:
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generator loss: 0.752048 - 1s Epoch 38028/50000 discriminator loss: 1.340853 - generator loss: 0.763353 - 1s Epoch 38029/50000 discriminator loss: 1.339738 - generator loss: 0.765557 - 1s Epoch 38030/50000 discriminator loss: 1.330884 - generator loss: 0.767067 - 1s Epoch 38031/50000 discriminator loss: 1.347174 - generator loss: 0.762424 - 1s Epoch 38032/50000 discriminator loss: 1.356109 - generator loss: 0.751419 - 1s Epoch 38033/50000 discriminator loss: 1.341061 - generator loss: 0.772528 - 1s Epoch 38034/50000 discriminator loss: 1.341097 - generator loss: 0.766649 - 1s Epoch 38035/50000 discriminator loss: 1.342211 - generator loss: 0.758876 - 1s Epoch 38036/50000 discriminator loss: 1.336073 - generator loss: 0.763360 - 1s Epoch 38037/50000 discriminator loss: 1.341239 - generator loss: 0.760597 - 1s Epoch 38038/50000 discriminator loss: 1.337094 - generator loss: 0.766574 - 1s Epoch 38039/50000 discriminator loss: 1.343341 - generator loss: 0.758443 - 1s Epoch 38040/50000 discriminator loss: 1.342899 - generator loss: 0.768015 - 1s Epoch 38041/50000 discriminator loss: 1.335696 - generator loss: 0.768168 - 1s Epoch 38042/50000 discriminator loss: 1.337011 - generator loss: 0.763658 - 1s Epoch 38043/50000 discriminator loss: 1.325697 - generator loss: 0.769516 - 1s Epoch 38044/50000 discriminator loss: 1.337134 - generator loss: 0.763098 - 1s Epoch 38045/50000 discriminator loss: 1.342541 - generator loss: 0.757337 - 1s Epoch 38046/50000 discriminator loss: 1.348327 - generator loss: 0.763798 - 1s Epoch 38047/50000 discriminator loss: 1.343993 - generator loss: 0.758702 - 1s Epoch 38048/50000 discriminator loss: 1.339651 - generator loss: 0.766367 - 1s Epoch 38049/50000 discriminator loss: 1.332681 - generator loss: 0.772245 - 1s Epoch 38050/50000 discriminator loss: 1.335024 - generator loss: 0.773178 - 1s Epoch 38051/50000 discriminator loss: 1.341352 - generator loss: 0.759840 - 1s Epoch 38052/50000 discriminator loss: 1.338960 - generator loss: 0.763414 - 1s Epoch 38053/50000 discriminator loss: 1.330723 - generator loss: 0.769849 - 1s Epoch 38054/50000 discriminator loss: 1.340630 - generator loss: 0.764703 - 1s Epoch 38055/50000 discriminator loss: 1.342883 - generator loss: 0.768025 - 1s Epoch 38056/50000 discriminator loss: 1.336513 - generator loss: 0.766750 - 1s Epoch 38057/50000 discriminator loss: 1.340340 - generator loss: 0.765756 - 1s Epoch 38058/50000 discriminator loss: 1.347449 - generator loss: 0.756721 - 1s Epoch 38059/50000 discriminator loss: 1.349168 - generator loss: 0.760401 - 1s Epoch 38060/50000 discriminator loss: 1.332750 - generator loss: 0.774680 - 1s Epoch 38061/50000 discriminator loss: 1.345878 - generator loss: 0.757814 - 1s Epoch 38062/50000 discriminator loss: 1.330387 - generator loss: 0.776312 - 1s Epoch 38063/50000 discriminator loss: 1.335213 - generator loss: 0.768638 - 1s Epoch 38064/50000 discriminator loss: 1.348592 - generator loss: 0.755094 - 1s Epoch 38065/50000 discriminator loss: 1.346189 - generator loss: 0.755950 - 1s Epoch 38066/50000 discriminator loss: 1.345453 - generator loss: 0.758510 - 1s Epoch 38067/50000 discriminator loss: 1.338165 - generator loss: 0.762044 - 1s Epoch 38068/50000 discriminator loss: 1.351485 - generator loss: 0.756674 - 1s Epoch 38069/50000 discriminator loss: 1.334364 - generator loss: 0.771928 - 1s Epoch 38070/50000 discriminator loss: 1.341813 - generator loss: 0.759387 - 1s Epoch 38071/50000 discriminator loss: 1.340768 - generator loss: 0.765240 - 1s Epoch 38072/50000 discriminator loss: 1.333809 - generator loss: 0.772097 - 1s Epoch 38073/50000 discriminator loss: 1.330576 - generator loss: 0.765059 - 1s Epoch 38074/50000 discriminator loss: 1.339855 - generator loss: 0.769043 - 1s Epoch 38075/50000 discriminator loss: 1.344751 - generator loss: 0.755550 - 1s Epoch 38076/50000 discriminator loss: 1.336503 - generator loss: 0.771988 - 1s Epoch 38077/50000 discriminator loss: 1.344406 - generator loss: 0.760235 - 1s Epoch 38078/50000 discriminator loss: 1.336988 - generator loss: 0.772213 - 1s Epoch 38079/50000 discriminator loss: 1.331629 - generator loss: 0.767150 - 1s Epoch 38080/50000 discriminator loss: 1.340398 - generator loss: 0.773350 - 1s Epoch 38081/50000 discriminator loss: 1.340307 - generator loss: 0.763568 - 1s Epoch 38082/50000 discriminator loss: 1.332403 - generator loss: 0.765735 - 1s Epoch 38083/50000 discriminator loss: 1.334814 - generator loss: 0.768226 - 1s Epoch 38084/50000 discriminator loss: 1.342276 - generator loss: 0.763385 - 1s Epoch 38085/50000 discriminator loss: 1.339041 - generator loss: 0.767532 - 1s Epoch 38086/50000 discriminator loss: 1.334039 - generator loss: 0.769420 - 1s Epoch 38087/50000 discriminator loss: 1.337793 - generator loss: 0.775326 - 1s Epoch 38088/50000 discriminator loss: 1.334821 - generator loss: 0.762548 - 1s Epoch 38089/50000 discriminator loss: 1.338257 - generator loss: 0.771348 - 1s Epoch 38090/50000 discriminator loss: 1.335952 - generator loss: 0.765818 - 1s Epoch 38091/50000 discriminator loss: 1.341422 - generator loss: 0.768296 - 1s Epoch 38092/50000 discriminator loss: 1.338463 - 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generator loss: 0.758948 - 1s Epoch 38106/50000 discriminator loss: 1.333441 - generator loss: 0.769963 - 1s Epoch 38107/50000 discriminator loss: 1.339830 - generator loss: 0.772565 - 1s Epoch 38108/50000 discriminator loss: 1.333810 - generator loss: 0.764380 - 1s Epoch 38109/50000 discriminator loss: 1.347627 - generator loss: 0.754337 - 1s Epoch 38110/50000 discriminator loss: 1.335635 - generator loss: 0.759883 - 1s Epoch 38111/50000 discriminator loss: 1.340371 - generator loss: 0.767773 - 1s Epoch 38112/50000 discriminator loss: 1.340275 - generator loss: 0.773446 - 1s Epoch 38113/50000 discriminator loss: 1.339498 - generator loss: 0.767572 - 1s Epoch 38114/50000 discriminator loss: 1.341448 - generator loss: 0.771202 - 1s Epoch 38115/50000 discriminator loss: 1.343892 - generator loss: 0.756960 - 1s Epoch 38116/50000 discriminator loss: 1.331283 - generator loss: 0.767718 - 1s Epoch 38117/50000 discriminator loss: 1.331786 - generator loss: 0.763751 - 1s Epoch 38118/50000 discriminator loss: 1.344548 - generator loss: 0.769363 - 1s Epoch 38119/50000 discriminator loss: 1.347135 - generator loss: 0.763441 - 1s Epoch 38120/50000 discriminator loss: 1.338322 - generator loss: 0.765382 - 1s Epoch 38121/50000 discriminator loss: 1.339336 - generator loss: 0.765541 - 1s Epoch 38122/50000 discriminator loss: 1.340821 - generator loss: 0.771332 - 1s Epoch 38123/50000 discriminator loss: 1.332542 - generator loss: 0.765473 - 1s Epoch 38124/50000 discriminator loss: 1.343534 - generator loss: 0.758564 - 1s Epoch 38125/50000 discriminator loss: 1.334779 - generator loss: 0.768487 - 1s Epoch 38126/50000 discriminator loss: 1.335697 - generator loss: 0.769643 - 1s Epoch 38127/50000 discriminator loss: 1.345360 - generator loss: 0.760519 - 1s Epoch 38128/50000 discriminator loss: 1.345684 - generator loss: 0.762099 - 1s Epoch 38129/50000 discriminator loss: 1.339660 - generator loss: 0.765597 - 1s Epoch 38130/50000 discriminator loss: 1.338156 - generator loss: 0.761988 - 1s Epoch 38131/50000 discriminator loss: 1.327070 - 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Loss:
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generator loss: 0.765475 - 1s Epoch 39028/50000 discriminator loss: 1.332415 - generator loss: 0.772019 - 1s Epoch 39029/50000 discriminator loss: 1.342317 - generator loss: 0.753228 - 1s Epoch 39030/50000 discriminator loss: 1.335572 - generator loss: 0.771384 - 1s Epoch 39031/50000 discriminator loss: 1.338021 - generator loss: 0.768150 - 1s Epoch 39032/50000 discriminator loss: 1.323250 - generator loss: 0.772783 - 1s Epoch 39033/50000 discriminator loss: 1.344525 - generator loss: 0.771855 - 1s Epoch 39034/50000 discriminator loss: 1.339876 - generator loss: 0.763628 - 1s Epoch 39035/50000 discriminator loss: 1.325781 - generator loss: 0.777965 - 1s Epoch 39036/50000 discriminator loss: 1.326751 - generator loss: 0.773434 - 1s Epoch 39037/50000 discriminator loss: 1.334202 - generator loss: 0.767485 - 1s Epoch 39038/50000 discriminator loss: 1.329003 - generator loss: 0.775354 - 1s Epoch 39039/50000 discriminator loss: 1.336319 - generator loss: 0.762436 - 1s Epoch 39040/50000 discriminator loss: 1.344673 - generator loss: 0.762761 - 1s Epoch 39041/50000 discriminator loss: 1.337359 - generator loss: 0.775091 - 1s Epoch 39042/50000 discriminator loss: 1.330926 - generator loss: 0.764052 - 1s Epoch 39043/50000 discriminator loss: 1.341964 - generator loss: 0.769601 - 1s Epoch 39044/50000 discriminator loss: 1.340238 - generator loss: 0.764090 - 1s Epoch 39045/50000 discriminator loss: 1.337326 - generator loss: 0.760422 - 1s Epoch 39046/50000 discriminator loss: 1.343301 - generator loss: 0.775483 - 1s Epoch 39047/50000 discriminator loss: 1.345851 - generator loss: 0.764524 - 1s Epoch 39048/50000 discriminator loss: 1.336566 - generator loss: 0.767264 - 1s Epoch 39049/50000 discriminator loss: 1.339063 - generator loss: 0.772839 - 1s Epoch 39050/50000 discriminator loss: 1.328640 - generator loss: 0.774574 - 1s Epoch 39051/50000 discriminator loss: 1.337648 - generator loss: 0.765289 - 1s Epoch 39052/50000 discriminator loss: 1.345896 - generator loss: 0.757291 - 1s Epoch 39053/50000 discriminator loss: 1.329546 - generator loss: 0.777029 - 1s Epoch 39054/50000 discriminator loss: 1.332526 - generator loss: 0.773905 - 1s Epoch 39055/50000 discriminator loss: 1.346048 - generator loss: 0.766326 - 1s Epoch 39056/50000 discriminator loss: 1.324057 - generator loss: 0.774437 - 1s Epoch 39057/50000 discriminator loss: 1.343299 - generator loss: 0.760740 - 1s Epoch 39058/50000 discriminator loss: 1.331450 - generator loss: 0.767869 - 1s Epoch 39059/50000 discriminator loss: 1.336039 - generator loss: 0.766320 - 1s Epoch 39060/50000 discriminator loss: 1.345520 - generator loss: 0.762971 - 1s Epoch 39061/50000 discriminator loss: 1.345715 - generator loss: 0.762547 - 1s Epoch 39062/50000 discriminator loss: 1.355414 - generator loss: 0.758248 - 1s Epoch 39063/50000 discriminator loss: 1.334322 - generator loss: 0.772281 - 1s Epoch 39064/50000 discriminator loss: 1.334198 - generator loss: 0.766428 - 1s Epoch 39065/50000 discriminator loss: 1.335727 - generator loss: 0.762363 - 1s Epoch 39066/50000 discriminator loss: 1.349571 - generator loss: 0.760745 - 1s Epoch 39067/50000 discriminator loss: 1.330850 - generator loss: 0.769260 - 1s Epoch 39068/50000 discriminator loss: 1.321160 - generator loss: 0.780986 - 1s Epoch 39069/50000 discriminator loss: 1.332742 - generator loss: 0.772083 - 1s Epoch 39070/50000 discriminator loss: 1.337003 - generator loss: 0.768273 - 1s Epoch 39071/50000 discriminator loss: 1.332609 - generator loss: 0.767224 - 1s Epoch 39072/50000 discriminator loss: 1.342631 - generator loss: 0.760528 - 1s Epoch 39073/50000 discriminator loss: 1.339630 - generator loss: 0.764703 - 1s Epoch 39074/50000 discriminator loss: 1.339153 - generator loss: 0.764173 - 1s Epoch 39075/50000 discriminator loss: 1.337664 - generator loss: 0.768835 - 1s Epoch 39076/50000 discriminator loss: 1.336786 - generator loss: 0.774401 - 1s Epoch 39077/50000 discriminator loss: 1.333710 - generator loss: 0.771893 - 1s Epoch 39078/50000 discriminator loss: 1.333261 - generator loss: 0.764278 - 1s Epoch 39079/50000 discriminator loss: 1.342773 - generator loss: 0.764242 - 1s Epoch 39080/50000 discriminator loss: 1.344553 - generator loss: 0.756921 - 1s Epoch 39081/50000 discriminator loss: 1.350416 - generator loss: 0.757466 - 1s Epoch 39082/50000 discriminator loss: 1.348034 - generator loss: 0.757048 - 1s Epoch 39083/50000 discriminator loss: 1.340484 - generator loss: 0.767359 - 1s Epoch 39084/50000 discriminator loss: 1.334304 - generator loss: 0.766262 - 1s Epoch 39085/50000 discriminator loss: 1.348768 - generator loss: 0.756677 - 1s Epoch 39086/50000 discriminator loss: 1.343535 - generator loss: 0.761989 - 1s Epoch 39087/50000 discriminator loss: 1.331486 - generator loss: 0.770728 - 1s Epoch 39088/50000 discriminator loss: 1.344938 - generator loss: 0.760955 - 1s Epoch 39089/50000 discriminator loss: 1.340795 - generator loss: 0.772727 - 1s Epoch 39090/50000 discriminator loss: 1.343239 - generator loss: 0.758471 - 1s Epoch 39091/50000 discriminator loss: 1.340426 - generator loss: 0.766652 - 1s Epoch 39092/50000 discriminator loss: 1.345302 - generator loss: 0.765740 - 1s Epoch 39093/50000 discriminator loss: 1.337140 - generator loss: 0.765462 - 1s Epoch 39094/50000 discriminator loss: 1.325717 - generator loss: 0.778215 - 1s Epoch 39095/50000 discriminator loss: 1.328339 - generator loss: 0.772323 - 1s Epoch 39096/50000 discriminator loss: 1.347203 - generator loss: 0.757516 - 1s Epoch 39097/50000 discriminator loss: 1.348907 - generator loss: 0.767482 - 1s Epoch 39098/50000 discriminator loss: 1.331621 - generator loss: 0.764211 - 1s Epoch 39099/50000 discriminator loss: 1.344435 - generator loss: 0.759408 - 1s Epoch 39100/50000 discriminator loss: 1.344694 - generator loss: 0.767077 - 1s Epoch 39101/50000 discriminator loss: 1.346756 - generator loss: 0.761033 - 1s Epoch 39102/50000 discriminator loss: 1.337006 - generator loss: 0.766278 - 1s Epoch 39103/50000 discriminator loss: 1.348125 - generator loss: 0.758744 - 1s Epoch 39104/50000 discriminator loss: 1.338896 - generator loss: 0.770149 - 1s Epoch 39105/50000 discriminator loss: 1.341586 - generator loss: 0.758920 - 1s Epoch 39106/50000 discriminator loss: 1.338076 - generator loss: 0.761514 - 1s Epoch 39107/50000 discriminator loss: 1.348953 - generator loss: 0.760916 - 1s Epoch 39108/50000 discriminator loss: 1.335434 - generator loss: 0.761169 - 1s Epoch 39109/50000 discriminator loss: 1.332604 - generator loss: 0.768965 - 1s Epoch 39110/50000 discriminator loss: 1.340938 - generator loss: 0.772269 - 1s Epoch 39111/50000 discriminator loss: 1.336137 - generator loss: 0.772273 - 1s Epoch 39112/50000 discriminator loss: 1.328131 - generator loss: 0.772569 - 1s Epoch 39113/50000 discriminator loss: 1.335530 - generator loss: 0.763059 - 1s Epoch 39114/50000 discriminator loss: 1.336375 - generator loss: 0.763824 - 1s Epoch 39115/50000 discriminator loss: 1.339428 - generator loss: 0.757232 - 1s Epoch 39116/50000 discriminator loss: 1.354183 - generator loss: 0.755612 - 1s Epoch 39117/50000 discriminator loss: 1.336819 - generator loss: 0.766238 - 1s Epoch 39118/50000 discriminator loss: 1.339325 - generator loss: 0.770029 - 1s Epoch 39119/50000 discriminator loss: 1.338191 - generator loss: 0.768264 - 1s Epoch 39120/50000 discriminator loss: 1.352194 - generator loss: 0.752200 - 1s Epoch 39121/50000 discriminator loss: 1.341981 - generator loss: 0.769297 - 1s Epoch 39122/50000 discriminator loss: 1.341675 - generator loss: 0.757050 - 1s Epoch 39123/50000 discriminator loss: 1.336910 - generator loss: 0.769355 - 1s Epoch 39124/50000 discriminator loss: 1.333887 - generator loss: 0.773015 - 1s Epoch 39125/50000 discriminator loss: 1.325964 - generator loss: 0.768031 - 1s Epoch 39126/50000 discriminator loss: 1.334123 - generator loss: 0.773960 - 1s Epoch 39127/50000 discriminator loss: 1.338002 - generator loss: 0.760306 - 1s Epoch 39128/50000 discriminator loss: 1.338219 - generator loss: 0.768440 - 1s Epoch 39129/50000 discriminator loss: 1.337657 - generator loss: 0.763582 - 1s Epoch 39130/50000 discriminator loss: 1.345161 - generator loss: 0.761877 - 1s Epoch 39131/50000 discriminator loss: 1.342289 - generator loss: 0.764043 - 1s Epoch 39132/50000 discriminator loss: 1.336977 - generator loss: 0.774856 - 1s Epoch 39133/50000 discriminator loss: 1.340357 - generator loss: 0.765076 - 1s Epoch 39134/50000 discriminator loss: 1.343501 - generator loss: 0.762296 - 1s Epoch 39135/50000 discriminator loss: 1.342618 - generator loss: 0.764217 - 1s Epoch 39136/50000 discriminator loss: 1.339659 - generator loss: 0.761526 - 1s Epoch 39137/50000 discriminator loss: 1.332843 - generator loss: 0.772330 - 1s Epoch 39138/50000 discriminator loss: 1.326610 - generator loss: 0.774596 - 1s Epoch 39139/50000 discriminator loss: 1.330536 - generator loss: 0.776764 - 1s Epoch 39140/50000 discriminator loss: 1.339956 - generator loss: 0.759239 - 1s Epoch 39141/50000 discriminator loss: 1.334748 - generator loss: 0.770987 - 1s Epoch 39142/50000 discriminator loss: 1.345246 - generator loss: 0.763737 - 1s Epoch 39143/50000 discriminator loss: 1.345591 - generator loss: 0.758257 - 1s Epoch 39144/50000 discriminator loss: 1.346963 - 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Loss:
Epoch 40002/50000 discriminator loss: 1.330771 - generator loss: 0.775940 - 1s Epoch 40003/50000 discriminator loss: 1.333210 - generator loss: 0.767572 - 1s Epoch 40004/50000 discriminator loss: 1.334183 - generator loss: 0.772753 - 1s Epoch 40005/50000 discriminator loss: 1.338860 - generator loss: 0.765557 - 1s Epoch 40006/50000 discriminator loss: 1.341133 - generator loss: 0.764189 - 1s Epoch 40007/50000 discriminator loss: 1.345965 - generator loss: 0.761923 - 1s Epoch 40008/50000 discriminator loss: 1.329015 - generator loss: 0.772182 - 1s Epoch 40009/50000 discriminator loss: 1.337844 - generator loss: 0.770358 - 1s Epoch 40010/50000 discriminator loss: 1.337523 - generator loss: 0.767881 - 1s Epoch 40011/50000 discriminator loss: 1.341694 - generator loss: 0.762549 - 1s Epoch 40012/50000 discriminator loss: 1.333679 - generator loss: 0.767560 - 1s Epoch 40013/50000 discriminator loss: 1.336187 - generator loss: 0.768382 - 1s Epoch 40014/50000 discriminator loss: 1.339280 - generator loss: 0.761141 - 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Loss:
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generator loss: 0.781639 - 1s Epoch 41054/50000 discriminator loss: 1.322601 - generator loss: 0.780988 - 1s Epoch 41055/50000 discriminator loss: 1.329323 - generator loss: 0.767793 - 1s Epoch 41056/50000 discriminator loss: 1.345465 - generator loss: 0.761592 - 1s Epoch 41057/50000 discriminator loss: 1.330904 - generator loss: 0.788415 - 1s Epoch 41058/50000 discriminator loss: 1.337875 - generator loss: 0.761059 - 1s Epoch 41059/50000 discriminator loss: 1.341320 - generator loss: 0.762607 - 1s Epoch 41060/50000 discriminator loss: 1.332462 - generator loss: 0.771065 - 1s Epoch 41061/50000 discriminator loss: 1.337456 - generator loss: 0.772753 - 1s Epoch 41062/50000 discriminator loss: 1.338802 - generator loss: 0.774455 - 1s Epoch 41063/50000 discriminator loss: 1.332631 - generator loss: 0.766549 - 1s Epoch 41064/50000 discriminator loss: 1.329769 - generator loss: 0.778222 - 1s Epoch 41065/50000 discriminator loss: 1.334972 - generator loss: 0.767520 - 1s Epoch 41066/50000 discriminator loss: 1.340996 - 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Loss:
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Loss:
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Loss:
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Loss:
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Loss:
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Loss:
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generator loss: 0.775591 - 1s Epoch 47067/50000 discriminator loss: 1.330054 - generator loss: 0.783405 - 1s Epoch 47068/50000 discriminator loss: 1.326651 - generator loss: 0.778125 - 1s Epoch 47069/50000 discriminator loss: 1.329955 - generator loss: 0.775382 - 1s Epoch 47070/50000 discriminator loss: 1.341503 - generator loss: 0.775753 - 1s Epoch 47071/50000 discriminator loss: 1.340118 - generator loss: 0.762477 - 1s Epoch 47072/50000 discriminator loss: 1.333833 - generator loss: 0.776875 - 1s Epoch 47073/50000 discriminator loss: 1.339872 - generator loss: 0.779067 - 1s Epoch 47074/50000 discriminator loss: 1.334846 - generator loss: 0.769548 - 1s Epoch 47075/50000 discriminator loss: 1.339461 - generator loss: 0.772026 - 1s Epoch 47076/50000 discriminator loss: 1.337103 - generator loss: 0.773650 - 1s Epoch 47077/50000 discriminator loss: 1.331864 - generator loss: 0.774320 - 1s Epoch 47078/50000 discriminator loss: 1.339416 - generator loss: 0.770704 - 1s Epoch 47079/50000 discriminator loss: 1.337019 - 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Loss:
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generator loss: 0.787432 - 1s Epoch 48028/50000 discriminator loss: 1.343239 - generator loss: 0.768010 - 1s Epoch 48029/50000 discriminator loss: 1.332061 - generator loss: 0.775367 - 1s Epoch 48030/50000 discriminator loss: 1.329703 - generator loss: 0.780363 - 1s Epoch 48031/50000 discriminator loss: 1.337151 - generator loss: 0.773915 - 1s Epoch 48032/50000 discriminator loss: 1.341713 - generator loss: 0.774560 - 1s Epoch 48033/50000 discriminator loss: 1.338267 - generator loss: 0.774882 - 1s Epoch 48034/50000 discriminator loss: 1.339440 - generator loss: 0.771417 - 1s Epoch 48035/50000 discriminator loss: 1.325741 - generator loss: 0.777366 - 1s Epoch 48036/50000 discriminator loss: 1.329886 - generator loss: 0.779726 - 1s Epoch 48037/50000 discriminator loss: 1.340359 - generator loss: 0.765629 - 1s Epoch 48038/50000 discriminator loss: 1.337792 - generator loss: 0.773602 - 1s Epoch 48039/50000 discriminator loss: 1.332538 - generator loss: 0.776204 - 1s Epoch 48040/50000 discriminator loss: 1.324099 - generator loss: 0.783115 - 1s Epoch 48041/50000 discriminator loss: 1.338798 - generator loss: 0.768317 - 1s Epoch 48042/50000 discriminator loss: 1.338936 - generator loss: 0.775550 - 1s Epoch 48043/50000 discriminator loss: 1.331125 - generator loss: 0.773918 - 1s Epoch 48044/50000 discriminator loss: 1.321847 - generator loss: 0.784240 - 1s Epoch 48045/50000 discriminator loss: 1.336894 - generator loss: 0.775408 - 1s Epoch 48046/50000 discriminator loss: 1.325352 - generator loss: 0.779586 - 1s Epoch 48047/50000 discriminator loss: 1.320142 - generator loss: 0.781989 - 1s Epoch 48048/50000 discriminator loss: 1.336327 - generator loss: 0.775170 - 1s Epoch 48049/50000 discriminator loss: 1.338356 - generator loss: 0.776453 - 1s Epoch 48050/50000 discriminator loss: 1.331577 - generator loss: 0.779556 - 1s Epoch 48051/50000 discriminator loss: 1.317147 - generator loss: 0.792509 - 1s Epoch 48052/50000 discriminator loss: 1.328121 - generator loss: 0.772031 - 1s Epoch 48053/50000 discriminator loss: 1.324083 - generator loss: 0.783011 - 1s Epoch 48054/50000 discriminator loss: 1.330296 - generator loss: 0.774920 - 1s Epoch 48055/50000 discriminator loss: 1.321086 - generator loss: 0.781772 - 1s Epoch 48056/50000 discriminator loss: 1.335149 - generator loss: 0.773298 - 1s Epoch 48057/50000 discriminator loss: 1.336520 - generator loss: 0.771101 - 1s Epoch 48058/50000 discriminator loss: 1.332461 - generator loss: 0.777472 - 1s Epoch 48059/50000 discriminator loss: 1.333703 - generator loss: 0.782786 - 1s Epoch 48060/50000 discriminator loss: 1.337424 - generator loss: 0.773761 - 1s Epoch 48061/50000 discriminator loss: 1.337158 - generator loss: 0.774632 - 1s Epoch 48062/50000 discriminator loss: 1.345181 - generator loss: 0.768169 - 1s Epoch 48063/50000 discriminator loss: 1.341536 - generator loss: 0.767625 - 1s Epoch 48064/50000 discriminator loss: 1.333062 - generator loss: 0.777313 - 1s Epoch 48065/50000 discriminator loss: 1.335390 - generator loss: 0.769840 - 1s Epoch 48066/50000 discriminator loss: 1.335206 - generator loss: 0.785305 - 1s Epoch 48067/50000 discriminator loss: 1.323527 - generator loss: 0.773868 - 1s Epoch 48068/50000 discriminator loss: 1.326065 - generator loss: 0.775528 - 1s Epoch 48069/50000 discriminator loss: 1.330497 - generator loss: 0.782725 - 1s Epoch 48070/50000 discriminator loss: 1.333038 - generator loss: 0.780554 - 1s Epoch 48071/50000 discriminator loss: 1.327101 - generator loss: 0.773894 - 1s Epoch 48072/50000 discriminator loss: 1.329091 - generator loss: 0.778088 - 1s Epoch 48073/50000 discriminator loss: 1.338682 - generator loss: 0.773577 - 1s Epoch 48074/50000 discriminator loss: 1.338909 - generator loss: 0.771639 - 1s Epoch 48075/50000 discriminator loss: 1.345863 - generator loss: 0.770831 - 1s Epoch 48076/50000 discriminator loss: 1.350027 - generator loss: 0.770510 - 1s Epoch 48077/50000 discriminator loss: 1.330969 - generator loss: 0.775160 - 1s Epoch 48078/50000 discriminator loss: 1.325511 - generator loss: 0.771803 - 1s Epoch 48079/50000 discriminator loss: 1.345150 - generator loss: 0.768242 - 1s Epoch 48080/50000 discriminator loss: 1.347099 - generator loss: 0.765454 - 1s Epoch 48081/50000 discriminator loss: 1.330947 - generator loss: 0.778331 - 1s Epoch 48082/50000 discriminator loss: 1.333294 - generator loss: 0.776725 - 1s Epoch 48083/50000 discriminator loss: 1.332030 - generator loss: 0.776552 - 1s Epoch 48084/50000 discriminator loss: 1.327394 - generator loss: 0.782664 - 1s Epoch 48085/50000 discriminator loss: 1.324688 - generator loss: 0.787972 - 1s Epoch 48086/50000 discriminator loss: 1.329953 - generator loss: 0.774663 - 1s Epoch 48087/50000 discriminator loss: 1.330343 - generator loss: 0.773665 - 1s Epoch 48088/50000 discriminator loss: 1.343202 - generator loss: 0.770523 - 1s Epoch 48089/50000 discriminator loss: 1.341841 - generator loss: 0.775091 - 1s Epoch 48090/50000 discriminator loss: 1.337261 - generator loss: 0.771630 - 1s Epoch 48091/50000 discriminator loss: 1.346327 - generator loss: 0.766194 - 1s Epoch 48092/50000 discriminator loss: 1.345070 - generator loss: 0.772147 - 1s Epoch 48093/50000 discriminator loss: 1.340994 - generator loss: 0.778168 - 1s Epoch 48094/50000 discriminator loss: 1.331619 - generator loss: 0.776151 - 1s Epoch 48095/50000 discriminator loss: 1.331806 - generator loss: 0.777727 - 1s Epoch 48096/50000 discriminator loss: 1.333432 - generator loss: 0.772794 - 1s Epoch 48097/50000 discriminator loss: 1.323098 - generator loss: 0.783486 - 1s Epoch 48098/50000 discriminator loss: 1.321522 - generator loss: 0.788287 - 1s Epoch 48099/50000 discriminator loss: 1.322482 - generator loss: 0.785084 - 1s Epoch 48100/50000 discriminator loss: 1.328161 - generator loss: 0.780211 - 1s Epoch 48101/50000 discriminator loss: 1.323763 - generator loss: 0.784181 - 1s Epoch 48102/50000 discriminator loss: 1.333490 - generator loss: 0.779125 - 1s Epoch 48103/50000 discriminator loss: 1.347594 - generator loss: 0.773813 - 1s Epoch 48104/50000 discriminator loss: 1.332482 - generator loss: 0.768720 - 1s Epoch 48105/50000 discriminator loss: 1.336483 - generator loss: 0.768107 - 1s Epoch 48106/50000 discriminator loss: 1.336227 - generator loss: 0.770488 - 1s Epoch 48107/50000 discriminator loss: 1.334621 - generator loss: 0.775446 - 1s Epoch 48108/50000 discriminator loss: 1.334727 - generator loss: 0.787317 - 1s Epoch 48109/50000 discriminator loss: 1.328653 - generator loss: 0.775517 - 1s Epoch 48110/50000 discriminator loss: 1.328560 - generator loss: 0.782796 - 1s Epoch 48111/50000 discriminator loss: 1.332793 - generator loss: 0.780802 - 1s Epoch 48112/50000 discriminator loss: 1.334871 - generator loss: 0.764759 - 1s Epoch 48113/50000 discriminator loss: 1.333544 - generator loss: 0.778412 - 1s Epoch 48114/50000 discriminator loss: 1.341557 - generator loss: 0.770897 - 1s Epoch 48115/50000 discriminator loss: 1.340382 - generator loss: 0.776008 - 1s Epoch 48116/50000 discriminator loss: 1.328831 - generator loss: 0.770658 - 1s Epoch 48117/50000 discriminator loss: 1.349593 - generator loss: 0.772392 - 1s Epoch 48118/50000 discriminator loss: 1.322542 - 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Loss:
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generator loss: 0.777115 - 1s Epoch 49756/50000 discriminator loss: 1.337866 - generator loss: 0.778568 - 1s Epoch 49757/50000 discriminator loss: 1.349888 - generator loss: 0.762879 - 1s Epoch 49758/50000 discriminator loss: 1.335700 - generator loss: 0.771367 - 1s Epoch 49759/50000 discriminator loss: 1.322799 - generator loss: 0.791632 - 1s Epoch 49760/50000 discriminator loss: 1.326754 - generator loss: 0.779103 - 1s Epoch 49761/50000 discriminator loss: 1.329973 - generator loss: 0.780322 - 1s Epoch 49762/50000 discriminator loss: 1.334647 - generator loss: 0.779849 - 1s Epoch 49763/50000 discriminator loss: 1.333533 - generator loss: 0.761427 - 1s Epoch 49764/50000 discriminator loss: 1.342578 - generator loss: 0.776051 - 1s Epoch 49765/50000 discriminator loss: 1.339056 - generator loss: 0.777734 - 1s Epoch 49766/50000 discriminator loss: 1.335377 - generator loss: 0.775533 - 1s Epoch 49767/50000 discriminator loss: 1.338771 - generator loss: 0.767546 - 1s Epoch 49768/50000 discriminator loss: 1.331349 - generator loss: 0.780196 - 1s Epoch 49769/50000 discriminator loss: 1.333834 - generator loss: 0.777530 - 1s Epoch 49770/50000 discriminator loss: 1.330308 - generator loss: 0.776803 - 1s Epoch 49771/50000 discriminator loss: 1.331581 - generator loss: 0.773143 - 1s Epoch 49772/50000 discriminator loss: 1.343548 - generator loss: 0.765771 - 1s Epoch 49773/50000 discriminator loss: 1.339321 - generator loss: 0.780064 - 1s Epoch 49774/50000 discriminator loss: 1.341587 - generator loss: 0.773354 - 1s Epoch 49775/50000 discriminator loss: 1.336905 - generator loss: 0.776676 - 1s Epoch 49776/50000 discriminator loss: 1.334291 - generator loss: 0.780717 - 1s Epoch 49777/50000 discriminator loss: 1.328587 - generator loss: 0.777766 - 1s Epoch 49778/50000 discriminator loss: 1.331920 - generator loss: 0.777790 - 1s Epoch 49779/50000 discriminator loss: 1.332439 - generator loss: 0.772349 - 1s Epoch 49780/50000 discriminator loss: 1.330702 - generator loss: 0.783827 - 1s Epoch 49781/50000 discriminator loss: 1.334565 - generator loss: 0.767585 - 1s Epoch 49782/50000 discriminator loss: 1.331152 - generator loss: 0.778558 - 1s Epoch 49783/50000 discriminator loss: 1.346677 - generator loss: 0.766821 - 1s Epoch 49784/50000 discriminator loss: 1.338685 - generator loss: 0.777796 - 1s Epoch 49785/50000 discriminator loss: 1.342675 - generator loss: 0.768489 - 1s Epoch 49786/50000 discriminator loss: 1.338887 - generator loss: 0.774166 - 1s Epoch 49787/50000 discriminator loss: 1.338830 - generator loss: 0.774202 - 1s Epoch 49788/50000 discriminator loss: 1.329926 - generator loss: 0.777049 - 1s Epoch 49789/50000 discriminator loss: 1.334787 - generator loss: 0.774835 - 1s Epoch 49790/50000 discriminator loss: 1.333858 - generator loss: 0.775196 - 1s Epoch 49791/50000 discriminator loss: 1.332948 - generator loss: 0.767912 - 1s Epoch 49792/50000 discriminator loss: 1.335875 - generator loss: 0.778057 - 1s Epoch 49793/50000 discriminator loss: 1.350768 - generator loss: 0.766460 - 1s Epoch 49794/50000 discriminator loss: 1.342168 - generator loss: 0.774068 - 1s Epoch 49795/50000 discriminator loss: 1.336031 - generator loss: 0.777419 - 1s Epoch 49796/50000 discriminator loss: 1.317539 - generator loss: 0.784514 - 1s Epoch 49797/50000 discriminator loss: 1.331670 - generator loss: 0.774210 - 1s Epoch 49798/50000 discriminator loss: 1.342276 - generator loss: 0.764924 - 1s Epoch 49799/50000 discriminator loss: 1.331050 - generator loss: 0.772553 - 1s Epoch 49800/50000 discriminator loss: 1.330432 - generator loss: 0.780665 - 1s Epoch 49801/50000 discriminator loss: 1.333473 - generator loss: 0.773028 - 1s Epoch 49802/50000 discriminator loss: 1.324976 - generator loss: 0.787944 - 1s Epoch 49803/50000 discriminator loss: 1.342460 - generator loss: 0.768901 - 1s Epoch 49804/50000 discriminator loss: 1.332324 - generator loss: 0.776651 - 1s Epoch 49805/50000 discriminator loss: 1.334561 - generator loss: 0.777938 - 1s Epoch 49806/50000 discriminator loss: 1.344901 - generator loss: 0.772690 - 1s Epoch 49807/50000 discriminator loss: 1.324321 - generator loss: 0.776152 - 1s Epoch 49808/50000 discriminator loss: 1.318813 - generator loss: 0.775446 - 1s Epoch 49809/50000 discriminator loss: 1.333227 - generator loss: 0.781773 - 1s Epoch 49810/50000 discriminator loss: 1.331737 - generator loss: 0.778334 - 1s Epoch 49811/50000 discriminator loss: 1.337207 - generator loss: 0.774876 - 1s Epoch 49812/50000 discriminator loss: 1.341125 - generator loss: 0.772465 - 1s Epoch 49813/50000 discriminator loss: 1.335961 - generator loss: 0.780885 - 1s Epoch 49814/50000 discriminator loss: 1.331001 - generator loss: 0.770141 - 1s Epoch 49815/50000 discriminator loss: 1.346854 - generator loss: 0.769755 - 1s Epoch 49816/50000 discriminator loss: 1.339045 - generator loss: 0.767699 - 1s Epoch 49817/50000 discriminator loss: 1.330284 - generator loss: 0.774073 - 1s Epoch 49818/50000 discriminator loss: 1.336345 - generator loss: 0.781696 - 1s Epoch 49819/50000 discriminator loss: 1.338770 - generator loss: 0.773990 - 1s Epoch 49820/50000 discriminator loss: 1.322217 - generator loss: 0.783159 - 1s Epoch 49821/50000 discriminator loss: 1.320910 - generator loss: 0.786335 - 1s Epoch 49822/50000 discriminator loss: 1.332456 - generator loss: 0.783396 - 1s Epoch 49823/50000 discriminator loss: 1.335166 - generator loss: 0.765338 - 1s Epoch 49824/50000 discriminator loss: 1.334594 - generator loss: 0.787451 - 1s Epoch 49825/50000 discriminator loss: 1.329804 - generator loss: 0.772052 - 1s Epoch 49826/50000 discriminator loss: 1.349923 - generator loss: 0.761636 - 1s Epoch 49827/50000 discriminator loss: 1.337567 - generator loss: 0.767239 - 1s Epoch 49828/50000 discriminator loss: 1.346574 - generator loss: 0.776480 - 1s Epoch 49829/50000 discriminator loss: 1.334110 - generator loss: 0.783022 - 1s Epoch 49830/50000 discriminator loss: 1.318318 - generator loss: 0.795690 - 1s Epoch 49831/50000 discriminator loss: 1.342045 - generator loss: 0.762665 - 1s Epoch 49832/50000 discriminator loss: 1.341059 - generator loss: 0.777970 - 1s Epoch 49833/50000 discriminator loss: 1.325819 - generator loss: 0.786064 - 1s Epoch 49834/50000 discriminator loss: 1.334204 - generator loss: 0.775189 - 1s Epoch 49835/50000 discriminator loss: 1.316882 - generator loss: 0.798330 - 1s Epoch 49836/50000 discriminator loss: 1.329630 - generator loss: 0.771019 - 1s Epoch 49837/50000 discriminator loss: 1.341527 - generator loss: 0.769877 - 1s Epoch 49838/50000 discriminator loss: 1.338049 - generator loss: 0.780124 - 1s Epoch 49839/50000 discriminator loss: 1.330515 - generator loss: 0.777483 - 1s Epoch 49840/50000 discriminator loss: 1.314882 - generator loss: 0.792170 - 1s Epoch 49841/50000 discriminator loss: 1.323487 - generator loss: 0.778074 - 1s Epoch 49842/50000 discriminator loss: 1.322229 - generator loss: 0.783527 - 1s Epoch 49843/50000 discriminator loss: 1.339581 - generator loss: 0.768145 - 1s Epoch 49844/50000 discriminator loss: 1.333753 - generator loss: 0.780013 - 1s Epoch 49845/50000 discriminator loss: 1.327067 - generator loss: 0.778972 - 1s Epoch 49846/50000 discriminator loss: 1.345226 - generator loss: 0.760941 - 1s Epoch 49847/50000 discriminator loss: 1.340080 - generator loss: 0.776988 - 1s Epoch 49848/50000 discriminator loss: 1.335501 - generator loss: 0.777297 - 1s Epoch 49849/50000 discriminator loss: 1.335362 - generator loss: 0.778952 - 1s Epoch 49850/50000 discriminator loss: 1.332878 - generator loss: 0.778877 - 1s Epoch 49851/50000 discriminator loss: 1.329949 - generator loss: 0.772562 - 1s Epoch 49852/50000 discriminator loss: 1.325510 - generator loss: 0.780974 - 1s Epoch 49853/50000 discriminator loss: 1.341076 - generator loss: 0.774199 - 1s Epoch 49854/50000 discriminator loss: 1.337128 - generator loss: 0.778682 - 1s Epoch 49855/50000 discriminator loss: 1.338595 - generator loss: 0.774293 - 1s Epoch 49856/50000 discriminator loss: 1.344302 - generator loss: 0.766971 - 1s Epoch 49857/50000 discriminator loss: 1.332790 - generator loss: 0.782695 - 1s Epoch 49858/50000 discriminator loss: 1.331693 - generator loss: 0.777729 - 1s Epoch 49859/50000 discriminator loss: 1.322807 - generator loss: 0.790896 - 1s Epoch 49860/50000 discriminator loss: 1.330638 - generator loss: 0.782642 - 1s Epoch 49861/50000 discriminator loss: 1.334577 - generator loss: 0.765893 - 1s Epoch 49862/50000 discriminator loss: 1.343305 - generator loss: 0.772783 - 1s Epoch 49863/50000 discriminator loss: 1.348273 - generator loss: 0.771795 - 1s Epoch 49864/50000 discriminator loss: 1.323575 - generator loss: 0.791015 - 1s Epoch 49865/50000 discriminator loss: 1.333655 - generator loss: 0.773709 - 1s Epoch 49866/50000 discriminator loss: 1.329946 - generator loss: 0.782886 - 1s Epoch 49867/50000 discriminator loss: 1.335178 - generator loss: 0.763186 - 1s Epoch 49868/50000 discriminator loss: 1.334564 - generator loss: 0.778903 - 1s Epoch 49869/50000 discriminator loss: 1.330748 - generator loss: 0.778722 - 1s Epoch 49870/50000 discriminator loss: 1.331127 - generator loss: 0.773804 - 1s Epoch 49871/50000 discriminator loss: 1.327702 - generator loss: 0.781601 - 1s Epoch 49872/50000 discriminator loss: 1.329795 - generator loss: 0.780788 - 1s Epoch 49873/50000 discriminator loss: 1.333505 - generator loss: 0.783142 - 1s Epoch 49874/50000 discriminator loss: 1.323796 - generator loss: 0.785429 - 1s Epoch 49875/50000 discriminator loss: 1.337019 - generator loss: 0.769833 - 1s Epoch 49876/50000 discriminator loss: 1.337999 - generator loss: 0.775402 - 1s Epoch 49877/50000 discriminator loss: 1.339774 - generator loss: 0.772726 - 1s Epoch 49878/50000 discriminator loss: 1.339202 - generator loss: 0.775588 - 1s Epoch 49879/50000 discriminator loss: 1.333304 - generator loss: 0.768385 - 1s Epoch 49880/50000 discriminator loss: 1.331750 - generator loss: 0.786890 - 1s Epoch 49881/50000 discriminator loss: 1.333405 - generator loss: 0.778666 - 1s Epoch 49882/50000 discriminator loss: 1.331715 - generator loss: 0.775761 - 1s Epoch 49883/50000 discriminator loss: 1.328925 - generator loss: 0.775662 - 1s Epoch 49884/50000 discriminator loss: 1.337229 - generator loss: 0.778178 - 1s Epoch 49885/50000 discriminator loss: 1.329685 - generator loss: 0.783725 - 1s Epoch 49886/50000 discriminator loss: 1.345465 - generator loss: 0.770312 - 1s Epoch 49887/50000 discriminator loss: 1.336742 - generator loss: 0.776716 - 1s Epoch 49888/50000 discriminator loss: 1.333231 - generator loss: 0.778626 - 1s Epoch 49889/50000 discriminator loss: 1.335466 - generator loss: 0.770166 - 1s Epoch 49890/50000 discriminator loss: 1.333851 - generator loss: 0.775770 - 1s Epoch 49891/50000 discriminator loss: 1.334293 - generator loss: 0.771133 - 1s Epoch 49892/50000 discriminator loss: 1.339246 - generator loss: 0.770401 - 1s Epoch 49893/50000 discriminator loss: 1.333238 - generator loss: 0.784368 - 1s Epoch 49894/50000 discriminator loss: 1.337883 - generator loss: 0.769497 - 1s Epoch 49895/50000 discriminator loss: 1.325745 - generator loss: 0.775798 - 1s Epoch 49896/50000 discriminator loss: 1.321228 - generator loss: 0.790520 - 1s Epoch 49897/50000 discriminator loss: 1.332445 - generator loss: 0.777429 - 1s Epoch 49898/50000 discriminator loss: 1.322451 - generator loss: 0.789952 - 1s Epoch 49899/50000 discriminator loss: 1.345108 - generator loss: 0.762404 - 1s Epoch 49900/50000 discriminator loss: 1.340554 - generator loss: 0.773058 - 1s Epoch 49901/50000 discriminator loss: 1.327812 - generator loss: 0.776586 - 1s Epoch 49902/50000 discriminator loss: 1.328424 - generator loss: 0.774837 - 1s Epoch 49903/50000 discriminator loss: 1.326317 - generator loss: 0.783180 - 1s Epoch 49904/50000 discriminator loss: 1.327149 - generator loss: 0.780314 - 1s Epoch 49905/50000 discriminator loss: 1.333215 - generator loss: 0.775958 - 1s Epoch 49906/50000 discriminator loss: 1.346121 - generator loss: 0.767121 - 1s Epoch 49907/50000 discriminator loss: 1.335942 - generator loss: 0.776171 - 1s Epoch 49908/50000 discriminator loss: 1.339137 - generator loss: 0.774251 - 1s Epoch 49909/50000 discriminator loss: 1.337870 - generator loss: 0.777535 - 1s Epoch 49910/50000 discriminator loss: 1.333941 - generator loss: 0.775945 - 1s Epoch 49911/50000 discriminator loss: 1.330531 - generator loss: 0.777280 - 1s Epoch 49912/50000 discriminator loss: 1.336635 - generator loss: 0.774640 - 1s Epoch 49913/50000 discriminator loss: 1.345074 - generator loss: 0.766460 - 1s Epoch 49914/50000 discriminator loss: 1.338530 - generator loss: 0.775067 - 1s Epoch 49915/50000 discriminator loss: 1.345227 - generator loss: 0.759512 - 1s Epoch 49916/50000 discriminator loss: 1.328687 - generator loss: 0.775233 - 1s Epoch 49917/50000 discriminator loss: 1.338669 - generator loss: 0.772355 - 1s Epoch 49918/50000 discriminator loss: 1.341321 - generator loss: 0.771159 - 1s Epoch 49919/50000 discriminator loss: 1.319269 - generator loss: 0.798345 - 1s Epoch 49920/50000 discriminator loss: 1.308774 - generator loss: 0.790751 - 1s Epoch 49921/50000 discriminator loss: 1.315004 - generator loss: 0.785534 - 1s Epoch 49922/50000 discriminator loss: 1.334642 - generator loss: 0.778299 - 1s Epoch 49923/50000 discriminator loss: 1.331690 - generator loss: 0.778195 - 1s Epoch 49924/50000 discriminator loss: 1.328340 - generator loss: 0.782104 - 1s Epoch 49925/50000 discriminator loss: 1.341273 - generator loss: 0.769087 - 1s Epoch 49926/50000 discriminator loss: 1.330307 - generator loss: 0.770331 - 1s Epoch 49927/50000 discriminator loss: 1.332600 - generator loss: 0.779707 - 1s Epoch 49928/50000 discriminator loss: 1.332536 - generator loss: 0.780127 - 1s Epoch 49929/50000 discriminator loss: 1.341909 - generator loss: 0.762546 - 1s Epoch 49930/50000 discriminator loss: 1.341676 - generator loss: 0.772501 - 1s Epoch 49931/50000 discriminator loss: 1.332676 - generator loss: 0.777784 - 1s Epoch 49932/50000 discriminator loss: 1.339853 - generator loss: 0.768988 - 1s Epoch 49933/50000 discriminator loss: 1.331018 - generator loss: 0.779535 - 1s Epoch 49934/50000 discriminator loss: 1.338909 - generator loss: 0.765025 - 1s Epoch 49935/50000 discriminator loss: 1.329813 - generator loss: 0.786905 - 1s Epoch 49936/50000 discriminator loss: 1.335749 - generator loss: 0.773312 - 1s Epoch 49937/50000 discriminator loss: 1.322739 - generator loss: 0.785311 - 1s Epoch 49938/50000 discriminator loss: 1.331641 - generator loss: 0.783661 - 1s Epoch 49939/50000 discriminator loss: 1.340812 - generator loss: 0.762665 - 1s Epoch 49940/50000 discriminator loss: 1.334340 - generator loss: 0.777099 - 1s Epoch 49941/50000 discriminator loss: 1.340757 - generator loss: 0.768665 - 1s Epoch 49942/50000 discriminator loss: 1.336417 - generator loss: 0.780882 - 1s Epoch 49943/50000 discriminator loss: 1.340233 - generator loss: 0.769948 - 1s Epoch 49944/50000 discriminator loss: 1.332896 - generator loss: 0.771643 - 1s Epoch 49945/50000 discriminator loss: 1.331055 - generator loss: 0.774239 - 1s Epoch 49946/50000 discriminator loss: 1.337236 - generator loss: 0.765044 - 1s Epoch 49947/50000 discriminator loss: 1.332896 - generator loss: 0.775377 - 1s Epoch 49948/50000 discriminator loss: 1.328667 - generator loss: 0.787413 - 1s Epoch 49949/50000 discriminator loss: 1.328284 - generator loss: 0.775490 - 1s Epoch 49950/50000 discriminator loss: 1.334362 - generator loss: 0.782597 - 1s Epoch 49951/50000 discriminator loss: 1.325831 - generator loss: 0.778661 - 1s Epoch 49952/50000 discriminator loss: 1.330744 - generator loss: 0.773892 - 1s Epoch 49953/50000 discriminator loss: 1.341230 - generator loss: 0.775230 - 1s Epoch 49954/50000 discriminator loss: 1.338661 - generator loss: 0.769758 - 1s Epoch 49955/50000 discriminator loss: 1.338352 - generator loss: 0.772500 - 1s Epoch 49956/50000 discriminator loss: 1.341864 - generator loss: 0.767323 - 1s Epoch 49957/50000 discriminator loss: 1.336895 - generator loss: 0.787354 - 1s Epoch 49958/50000 discriminator loss: 1.335881 - generator loss: 0.771671 - 1s Epoch 49959/50000 discriminator loss: 1.334390 - generator loss: 0.778406 - 1s Epoch 49960/50000 discriminator loss: 1.330277 - generator loss: 0.772267 - 1s Epoch 49961/50000 discriminator loss: 1.332655 - generator loss: 0.779358 - 1s Epoch 49962/50000 discriminator loss: 1.329583 - generator loss: 0.778446 - 1s Epoch 49963/50000 discriminator loss: 1.337817 - generator loss: 0.770623 - 1s Epoch 49964/50000 discriminator loss: 1.342183 - generator loss: 0.765731 - 1s Epoch 49965/50000 discriminator loss: 1.340892 - generator loss: 0.772833 - 1s Epoch 49966/50000 discriminator loss: 1.332895 - generator loss: 0.782767 - 1s Epoch 49967/50000 discriminator loss: 1.326904 - generator loss: 0.782311 - 1s Epoch 49968/50000 discriminator loss: 1.330455 - generator loss: 0.775693 - 1s Epoch 49969/50000 discriminator loss: 1.335249 - generator loss: 0.770721 - 1s Epoch 49970/50000 discriminator loss: 1.335164 - generator loss: 0.772932 - 1s Epoch 49971/50000 discriminator loss: 1.319014 - generator loss: 0.784868 - 1s Epoch 49972/50000 discriminator loss: 1.338934 - generator loss: 0.774142 - 1s Epoch 49973/50000 discriminator loss: 1.334040 - generator loss: 0.771334 - 1s Epoch 49974/50000 discriminator loss: 1.333814 - generator loss: 0.780098 - 1s Epoch 49975/50000 discriminator loss: 1.339581 - generator loss: 0.772689 - 1s Epoch 49976/50000 discriminator loss: 1.337133 - generator loss: 0.773498 - 1s Epoch 49977/50000 discriminator loss: 1.336476 - generator loss: 0.776388 - 1s Epoch 49978/50000 discriminator loss: 1.343786 - generator loss: 0.759645 - 1s Epoch 49979/50000 discriminator loss: 1.344879 - generator loss: 0.771957 - 1s Epoch 49980/50000 discriminator loss: 1.337826 - generator loss: 0.770941 - 1s Epoch 49981/50000 discriminator loss: 1.334175 - generator loss: 0.786443 - 1s Epoch 49982/50000 discriminator loss: 1.334918 - generator loss: 0.786219 - 1s Epoch 49983/50000 discriminator loss: 1.331713 - generator loss: 0.766592 - 1s Epoch 49984/50000 discriminator loss: 1.333469 - generator loss: 0.773740 - 1s Epoch 49985/50000 discriminator loss: 1.339933 - generator loss: 0.772430 - 1s Epoch 49986/50000 discriminator loss: 1.344156 - generator loss: 0.768112 - 1s Epoch 49987/50000 discriminator loss: 1.338897 - generator loss: 0.770535 - 1s Epoch 49988/50000 discriminator loss: 1.339694 - generator loss: 0.772953 - 1s Epoch 49989/50000 discriminator loss: 1.346915 - generator loss: 0.768813 - 1s Epoch 49990/50000 discriminator loss: 1.329520 - generator loss: 0.780005 - 1s Epoch 49991/50000 discriminator loss: 1.332966 - generator loss: 0.768914 - 1s Epoch 49992/50000 discriminator loss: 1.339482 - generator loss: 0.777636 - 1s Epoch 49993/50000 discriminator loss: 1.331100 - generator loss: 0.777924 - 1s Epoch 49994/50000 discriminator loss: 1.333258 - generator loss: 0.770127 - 1s Epoch 49995/50000 discriminator loss: 1.345968 - generator loss: 0.770240 - 1s Epoch 49996/50000 discriminator loss: 1.338055 - generator loss: 0.786758 - 1s Epoch 49997/50000 discriminator loss: 1.337666 - generator loss: 0.773645 - 1s Epoch 49998/50000 discriminator loss: 1.335144 - generator loss: 0.773713 - 1s Epoch 49999/50000 discriminator loss: 1.335131 - generator loss: 0.770010 - 1s Epoch 50000/50000 discriminator loss: 1.324608 - generator loss: 0.781375 - 1s
# Losses from epoch 5000 to 50000
fig, ax = plt.subplots(1,1, figsize=[20,10])
ax.plot(hist)
ax.legend(['loss_gen', 'loss_disc'])
ax.set_yscale('log')
ax.grid()
#from tensorflow.keras.models import load_model
import joblib
joblib.dump(scaler, "scaler-tfex.pkl")
gan.save("gan-tfex.h5")
#scaler = joblib.load("scaler.pkl")
#gan = load_model('gan.h5')
np.random.seed(10)
tf.random.set_seed(10)
noise = tf.random.normal(shape=[1, latent_space])
X_generated = scaler.inverse_transform((gan.layers[0].predict(noise).reshape(ntimes,15)+1)/2)
X_generated = pca_compress.inverse_transform(X_generated)
X_generated[X_generated<0.0] = 0.0
fig, ax = plt.subplots(2,4, figsize=[20,10])
for i, group in enumerate(groups):
ax.flatten()[i].plot(X_generated[:,i*nl*nc+4], '-o')
ax.flatten()[i].set_title(group)
fig, ax = plt.subplots(2,4, figsize=[20,10])
for i, group in enumerate(groups):
ax.flatten()[i].plot(X_train_1D[2930:3020,i*nl*nc+4])
ax.flatten()[i].set_title(group)
fig, ax = plt.subplots(2,4, figsize=[20,10])
for i, group in enumerate(groups):
im = ax.flatten()[i].imshow(X_generated.reshape(ntimes,len(groups),nl,nc)[0,i,:,:])
fig.colorbar(im, ax=ax.flatten()[i])
ax.flatten()[i].set_title(group)
fig, ax = plt.subplots(2,4, figsize=[20,10])
for i, group in enumerate(groups):
im = ax.flatten()[i].imshow(X_train_1D.reshape(len(times),len(groups),nl,nc)[2932,i,:,:])
fig.colorbar(im, ax=ax.flatten()[i])
ax.flatten()[i].set_title(group)
#np.random.seed(0)
#tf.random.set_seed(0)
npredict = 5
noise = tf.random.normal(shape=[npredict, latent_space])
X_generated = scaler.inverse_transform((gan.layers[0].predict(noise).reshape(npredict*ntimes,15)+1)/2)
X_generated = pca_compress.inverse_transform(X_generated)
X_generated = X_generated.reshape(npredict, ntimes, len(groups)*nl*nc)
fig, ax = plt.subplots(npredict*2,len(groups), figsize=[20,npredict*5])
for j in range(npredict):
for i, group in enumerate(groups):
for k in range(0,10,10):
ax.flatten()[i+2*j*len(groups)].plot(X_generated[j][:,i*nl*nc+4+10*k], '-')
for i, group in enumerate(groups):
im = ax.flatten()[i+(2*j+1)*len(groups)].imshow(X_generated[j].reshape(ntimes,len(groups),nl,nc)[4,i,:,:])
fig.colorbar(im, ax=ax.flatten()[i+(2*j+1)*len(groups)])